In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x23815be2048>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x23815cfecc0>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.5.0 Default GPU Device: /device:GPU:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
input_real = tf.placeholder(tf.float32, [None, image_width, image_height, image_channels], "input_real")
input_z = tf.placeholder(tf.float32, [None, z_dim], "input_z")
learning_rate = tf.placeholder(tf.float32, None, "learning_rate")
return input_real, input_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# no alpha in args???
alpha = 0.2
# TODO: Implement Function
leaky_relu = lambda x: tf.maximum(alpha * x, x)
def conv(inputs, filters, batch_norm=True):
outputs = tf.layers.conv2d(inputs, filters, 5, 2, 'same')
if batch_norm:
outputs = tf.layers.batch_normalization(outputs, training=True)
return leaky_relu(outputs)
with tf.variable_scope("discriminator", reuse=reuse):
x1 = conv(images, 64, batch_norm=False)
x2 = conv(x1, 128)
x3 = conv(x2, 256)
flat = tf.reshape(x3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha = 0.2
leaky_relu = lambda x: tf.maximum(alpha * x, x)
with tf.variable_scope("generator", reuse=not is_train):
x1 = tf.layers.dense(z, 7*7*512)
x1 = tf.reshape(x1, (-1, 7, 7, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = leaky_relu(x1)
# 7*7*512
x2 = tf.layers.conv2d_transpose(x1, 256, 5, 1, 'SAME')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = leaky_relu(x2)
# 7*7*256
x3 = tf.layers.conv2d_transpose(x2, 128, 5, 2, 'SAME')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = leaky_relu(x3)
# 14*14*128
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, 2, 'SAME')
out = tf.tanh(logits)
# 28*28*out_channel_dim
return out
return None
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
alpha = 0.9
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_logits_real) * alpha))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_logits_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_logits_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
steps = 0
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps +=1
batch_images = batch_images * 2
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
if steps % 10 == 0:
train_loss_d = d_loss.eval({input_real: batch_images, input_z: batch_z})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epochs),
"Batch {}...".format(steps),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % 100 == 0:
show_generator_output(sess, show_n_images, input_z, data_shape[3], data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.1
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 5
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/5... Batch 10... Discriminator Loss: 5.6533... Generator Loss: 0.0062 Epoch 1/5... Batch 20... Discriminator Loss: 3.8653... Generator Loss: 0.0313 Epoch 1/5... Batch 30... Discriminator Loss: 2.9615... Generator Loss: 0.0851 Epoch 1/5... Batch 40... Discriminator Loss: 2.9858... Generator Loss: 0.0783 Epoch 1/5... Batch 50... Discriminator Loss: 2.2766... Generator Loss: 0.1674 Epoch 1/5... Batch 60... Discriminator Loss: 2.2351... Generator Loss: 0.1899 Epoch 1/5... Batch 70... Discriminator Loss: 2.1587... Generator Loss: 0.1902 Epoch 1/5... Batch 80... Discriminator Loss: 1.9944... Generator Loss: 0.2432 Epoch 1/5... Batch 90... Discriminator Loss: 2.0313... Generator Loss: 0.2431 Epoch 1/5... Batch 100... Discriminator Loss: 1.9831... Generator Loss: 0.2333
Epoch 1/5... Batch 110... Discriminator Loss: 1.6385... Generator Loss: 0.3752 Epoch 1/5... Batch 120... Discriminator Loss: 1.6900... Generator Loss: 0.3434 Epoch 1/5... Batch 130... Discriminator Loss: 1.5459... Generator Loss: 0.4467 Epoch 1/5... Batch 140... Discriminator Loss: 1.6339... Generator Loss: 0.3699 Epoch 1/5... Batch 150... Discriminator Loss: 1.6190... Generator Loss: 0.3780 Epoch 1/5... Batch 160... Discriminator Loss: 1.6620... Generator Loss: 0.3336 Epoch 1/5... Batch 170... Discriminator Loss: 1.7233... Generator Loss: 0.3166 Epoch 1/5... Batch 180... Discriminator Loss: 1.6372... Generator Loss: 0.3692 Epoch 1/5... Batch 190... Discriminator Loss: 1.4455... Generator Loss: 0.4652 Epoch 1/5... Batch 200... Discriminator Loss: 1.6858... Generator Loss: 0.3428
Epoch 1/5... Batch 210... Discriminator Loss: 1.2525... Generator Loss: 0.6684 Epoch 1/5... Batch 220... Discriminator Loss: 1.4571... Generator Loss: 0.4389 Epoch 1/5... Batch 230... Discriminator Loss: 1.5138... Generator Loss: 0.4283 Epoch 1/5... Batch 240... Discriminator Loss: 1.4465... Generator Loss: 0.4840 Epoch 1/5... Batch 250... Discriminator Loss: 1.4425... Generator Loss: 0.4753 Epoch 1/5... Batch 260... Discriminator Loss: 1.1855... Generator Loss: 1.3958 Epoch 1/5... Batch 270... Discriminator Loss: 1.2527... Generator Loss: 1.3660 Epoch 1/5... Batch 280... Discriminator Loss: 1.2021... Generator Loss: 1.0769 Epoch 1/5... Batch 290... Discriminator Loss: 1.2126... Generator Loss: 1.0558 Epoch 1/5... Batch 300... Discriminator Loss: 1.3084... Generator Loss: 1.1172
Epoch 1/5... Batch 310... Discriminator Loss: 1.2925... Generator Loss: 0.7280 Epoch 1/5... Batch 320... Discriminator Loss: 1.3716... Generator Loss: 1.2755 Epoch 1/5... Batch 330... Discriminator Loss: 1.6019... Generator Loss: 1.3783 Epoch 1/5... Batch 340... Discriminator Loss: 1.2762... Generator Loss: 1.1799 Epoch 1/5... Batch 350... Discriminator Loss: 1.3522... Generator Loss: 0.5690 Epoch 1/5... Batch 360... Discriminator Loss: 1.5840... Generator Loss: 0.3946 Epoch 1/5... Batch 370... Discriminator Loss: 1.2736... Generator Loss: 1.2756 Epoch 1/5... Batch 380... Discriminator Loss: 1.1577... Generator Loss: 0.9530 Epoch 1/5... Batch 390... Discriminator Loss: 1.0833... Generator Loss: 1.0217 Epoch 1/5... Batch 400... Discriminator Loss: 1.1722... Generator Loss: 1.0542
Epoch 1/5... Batch 410... Discriminator Loss: 1.4410... Generator Loss: 0.5318 Epoch 1/5... Batch 420... Discriminator Loss: 1.7594... Generator Loss: 0.3453 Epoch 1/5... Batch 430... Discriminator Loss: 1.3300... Generator Loss: 0.6037 Epoch 1/5... Batch 440... Discriminator Loss: 1.7237... Generator Loss: 0.3236 Epoch 1/5... Batch 450... Discriminator Loss: 1.4654... Generator Loss: 0.4494 Epoch 1/5... Batch 460... Discriminator Loss: 1.2023... Generator Loss: 1.3904 Epoch 1/5... Batch 470... Discriminator Loss: 1.1726... Generator Loss: 0.7552 Epoch 1/5... Batch 480... Discriminator Loss: 1.6334... Generator Loss: 0.3442 Epoch 1/5... Batch 490... Discriminator Loss: 1.6352... Generator Loss: 0.3642 Epoch 1/5... Batch 500... Discriminator Loss: 1.4091... Generator Loss: 0.4595
Epoch 1/5... Batch 510... Discriminator Loss: 1.3656... Generator Loss: 0.6607 Epoch 1/5... Batch 520... Discriminator Loss: 1.0578... Generator Loss: 0.8537 Epoch 1/5... Batch 530... Discriminator Loss: 1.0701... Generator Loss: 1.2101 Epoch 1/5... Batch 540... Discriminator Loss: 1.5196... Generator Loss: 1.7573 Epoch 1/5... Batch 550... Discriminator Loss: 1.1144... Generator Loss: 0.9889 Epoch 1/5... Batch 560... Discriminator Loss: 1.2137... Generator Loss: 1.4808 Epoch 1/5... Batch 570... Discriminator Loss: 1.4065... Generator Loss: 1.3041 Epoch 1/5... Batch 580... Discriminator Loss: 1.1770... Generator Loss: 1.0516 Epoch 1/5... Batch 590... Discriminator Loss: 1.0785... Generator Loss: 1.2036 Epoch 1/5... Batch 600... Discriminator Loss: 1.5566... Generator Loss: 0.3973
Epoch 1/5... Batch 610... Discriminator Loss: 1.1738... Generator Loss: 0.8417 Epoch 1/5... Batch 620... Discriminator Loss: 1.3840... Generator Loss: 0.5469 Epoch 1/5... Batch 630... Discriminator Loss: 1.5069... Generator Loss: 0.4303 Epoch 1/5... Batch 640... Discriminator Loss: 1.2334... Generator Loss: 0.9725 Epoch 1/5... Batch 650... Discriminator Loss: 1.1227... Generator Loss: 1.0563 Epoch 1/5... Batch 660... Discriminator Loss: 1.5960... Generator Loss: 0.3875 Epoch 1/5... Batch 670... Discriminator Loss: 1.3340... Generator Loss: 0.8848 Epoch 1/5... Batch 680... Discriminator Loss: 1.6705... Generator Loss: 0.3354 Epoch 1/5... Batch 690... Discriminator Loss: 1.5504... Generator Loss: 0.3887 Epoch 1/5... Batch 700... Discriminator Loss: 1.2528... Generator Loss: 0.6131
Epoch 1/5... Batch 710... Discriminator Loss: 1.5578... Generator Loss: 0.4067 Epoch 1/5... Batch 720... Discriminator Loss: 1.5850... Generator Loss: 0.3655 Epoch 1/5... Batch 730... Discriminator Loss: 1.3343... Generator Loss: 0.5222 Epoch 1/5... Batch 740... Discriminator Loss: 1.4145... Generator Loss: 0.4964 Epoch 1/5... Batch 750... Discriminator Loss: 1.2446... Generator Loss: 0.6339 Epoch 1/5... Batch 760... Discriminator Loss: 1.4253... Generator Loss: 2.1071 Epoch 1/5... Batch 770... Discriminator Loss: 1.1055... Generator Loss: 1.1953 Epoch 1/5... Batch 780... Discriminator Loss: 1.1975... Generator Loss: 1.0332 Epoch 1/5... Batch 790... Discriminator Loss: 1.4295... Generator Loss: 0.4950 Epoch 1/5... Batch 800... Discriminator Loss: 1.1665... Generator Loss: 1.0490
Epoch 1/5... Batch 810... Discriminator Loss: 1.0775... Generator Loss: 0.8654 Epoch 1/5... Batch 820... Discriminator Loss: 1.2763... Generator Loss: 0.5919 Epoch 1/5... Batch 830... Discriminator Loss: 2.0284... Generator Loss: 0.2789 Epoch 1/5... Batch 840... Discriminator Loss: 1.1076... Generator Loss: 1.0017 Epoch 1/5... Batch 850... Discriminator Loss: 1.5346... Generator Loss: 0.4107 Epoch 1/5... Batch 860... Discriminator Loss: 1.1972... Generator Loss: 0.6865 Epoch 1/5... Batch 870... Discriminator Loss: 1.2327... Generator Loss: 1.4840 Epoch 1/5... Batch 880... Discriminator Loss: 1.2027... Generator Loss: 0.7964 Epoch 1/5... Batch 890... Discriminator Loss: 1.1783... Generator Loss: 1.5230 Epoch 1/5... Batch 900... Discriminator Loss: 1.1628... Generator Loss: 0.7065
Epoch 1/5... Batch 910... Discriminator Loss: 1.3040... Generator Loss: 0.5600 Epoch 1/5... Batch 920... Discriminator Loss: 2.5129... Generator Loss: 0.1690 Epoch 1/5... Batch 930... Discriminator Loss: 1.2987... Generator Loss: 0.5819 Epoch 1/5... Batch 940... Discriminator Loss: 1.4360... Generator Loss: 0.4788 Epoch 1/5... Batch 950... Discriminator Loss: 1.1482... Generator Loss: 0.7468 Epoch 1/5... Batch 960... Discriminator Loss: 0.9836... Generator Loss: 1.0382 Epoch 1/5... Batch 970... Discriminator Loss: 1.1132... Generator Loss: 0.8279 Epoch 1/5... Batch 980... Discriminator Loss: 1.0114... Generator Loss: 1.3444 Epoch 1/5... Batch 990... Discriminator Loss: 1.2354... Generator Loss: 0.7852 Epoch 1/5... Batch 1000... Discriminator Loss: 1.1550... Generator Loss: 0.7259
Epoch 1/5... Batch 1010... Discriminator Loss: 1.3917... Generator Loss: 1.8188 Epoch 1/5... Batch 1020... Discriminator Loss: 1.1337... Generator Loss: 0.9734 Epoch 1/5... Batch 1030... Discriminator Loss: 1.7180... Generator Loss: 0.3207 Epoch 1/5... Batch 1040... Discriminator Loss: 1.3522... Generator Loss: 0.5028 Epoch 1/5... Batch 1050... Discriminator Loss: 0.9913... Generator Loss: 0.9104 Epoch 1/5... Batch 1060... Discriminator Loss: 1.5125... Generator Loss: 2.3865 Epoch 1/5... Batch 1070... Discriminator Loss: 1.1802... Generator Loss: 0.6762 Epoch 1/5... Batch 1080... Discriminator Loss: 1.0638... Generator Loss: 1.6888 Epoch 1/5... Batch 1090... Discriminator Loss: 0.9681... Generator Loss: 1.0528 Epoch 1/5... Batch 1100... Discriminator Loss: 1.0758... Generator Loss: 0.7683
Epoch 1/5... Batch 1110... Discriminator Loss: 1.0389... Generator Loss: 1.6004 Epoch 1/5... Batch 1120... Discriminator Loss: 1.7244... Generator Loss: 2.4127 Epoch 1/5... Batch 1130... Discriminator Loss: 0.9628... Generator Loss: 1.0754 Epoch 1/5... Batch 1140... Discriminator Loss: 0.9972... Generator Loss: 1.0693 Epoch 1/5... Batch 1150... Discriminator Loss: 0.9582... Generator Loss: 0.9996 Epoch 1/5... Batch 1160... Discriminator Loss: 1.0684... Generator Loss: 0.8062 Epoch 1/5... Batch 1170... Discriminator Loss: 1.4228... Generator Loss: 1.3950 Epoch 1/5... Batch 1180... Discriminator Loss: 1.0784... Generator Loss: 0.8132 Epoch 1/5... Batch 1190... Discriminator Loss: 0.8662... Generator Loss: 1.5435 Epoch 1/5... Batch 1200... Discriminator Loss: 0.8737... Generator Loss: 1.7671
Epoch 1/5... Batch 1210... Discriminator Loss: 0.8743... Generator Loss: 1.3109 Epoch 1/5... Batch 1220... Discriminator Loss: 1.3140... Generator Loss: 2.5477 Epoch 1/5... Batch 1230... Discriminator Loss: 1.0369... Generator Loss: 1.1416 Epoch 1/5... Batch 1240... Discriminator Loss: 1.0427... Generator Loss: 0.8753 Epoch 1/5... Batch 1250... Discriminator Loss: 1.6856... Generator Loss: 0.4251 Epoch 1/5... Batch 1260... Discriminator Loss: 2.1807... Generator Loss: 0.2111 Epoch 1/5... Batch 1270... Discriminator Loss: 1.2459... Generator Loss: 0.5985 Epoch 1/5... Batch 1280... Discriminator Loss: 0.9720... Generator Loss: 0.9505 Epoch 1/5... Batch 1290... Discriminator Loss: 0.9098... Generator Loss: 1.0437 Epoch 1/5... Batch 1300... Discriminator Loss: 1.2794... Generator Loss: 0.5508
Epoch 1/5... Batch 1310... Discriminator Loss: 1.4055... Generator Loss: 2.3221 Epoch 1/5... Batch 1320... Discriminator Loss: 1.4558... Generator Loss: 0.4625 Epoch 1/5... Batch 1330... Discriminator Loss: 1.0265... Generator Loss: 0.9448 Epoch 1/5... Batch 1340... Discriminator Loss: 1.0595... Generator Loss: 0.7716 Epoch 1/5... Batch 1350... Discriminator Loss: 1.3398... Generator Loss: 0.5284 Epoch 1/5... Batch 1360... Discriminator Loss: 2.1832... Generator Loss: 0.2110 Epoch 1/5... Batch 1370... Discriminator Loss: 0.9485... Generator Loss: 0.9084 Epoch 1/5... Batch 1380... Discriminator Loss: 1.1664... Generator Loss: 0.6248 Epoch 1/5... Batch 1390... Discriminator Loss: 1.0879... Generator Loss: 0.7438 Epoch 1/5... Batch 1400... Discriminator Loss: 1.1506... Generator Loss: 0.6973
Epoch 1/5... Batch 1410... Discriminator Loss: 1.4941... Generator Loss: 0.4434 Epoch 1/5... Batch 1420... Discriminator Loss: 1.0942... Generator Loss: 0.8663 Epoch 1/5... Batch 1430... Discriminator Loss: 1.1958... Generator Loss: 1.2630 Epoch 1/5... Batch 1440... Discriminator Loss: 1.1508... Generator Loss: 0.7716 Epoch 1/5... Batch 1450... Discriminator Loss: 0.9511... Generator Loss: 0.9375 Epoch 1/5... Batch 1460... Discriminator Loss: 0.8842... Generator Loss: 1.0499 Epoch 1/5... Batch 1470... Discriminator Loss: 1.0556... Generator Loss: 0.8072 Epoch 1/5... Batch 1480... Discriminator Loss: 1.0444... Generator Loss: 0.8530 Epoch 1/5... Batch 1490... Discriminator Loss: 1.0970... Generator Loss: 1.0918 Epoch 1/5... Batch 1500... Discriminator Loss: 1.1455... Generator Loss: 1.3533
Epoch 1/5... Batch 1510... Discriminator Loss: 1.5207... Generator Loss: 0.4096 Epoch 1/5... Batch 1520... Discriminator Loss: 1.0110... Generator Loss: 0.8435 Epoch 1/5... Batch 1530... Discriminator Loss: 1.1721... Generator Loss: 0.6399 Epoch 1/5... Batch 1540... Discriminator Loss: 0.7634... Generator Loss: 1.4963 Epoch 1/5... Batch 1550... Discriminator Loss: 0.9934... Generator Loss: 0.9123 Epoch 1/5... Batch 1560... Discriminator Loss: 0.9952... Generator Loss: 1.2141 Epoch 1/5... Batch 1570... Discriminator Loss: 1.2995... Generator Loss: 1.7533 Epoch 1/5... Batch 1580... Discriminator Loss: 0.9749... Generator Loss: 1.0319 Epoch 1/5... Batch 1590... Discriminator Loss: 0.9395... Generator Loss: 1.9835 Epoch 1/5... Batch 1600... Discriminator Loss: 1.2353... Generator Loss: 0.6477
Epoch 1/5... Batch 1610... Discriminator Loss: 1.3451... Generator Loss: 0.5322 Epoch 1/5... Batch 1620... Discriminator Loss: 0.9392... Generator Loss: 0.9686 Epoch 1/5... Batch 1630... Discriminator Loss: 0.7475... Generator Loss: 1.3732 Epoch 1/5... Batch 1640... Discriminator Loss: 0.8987... Generator Loss: 1.5472 Epoch 1/5... Batch 1650... Discriminator Loss: 0.7506... Generator Loss: 1.2175 Epoch 1/5... Batch 1660... Discriminator Loss: 0.8393... Generator Loss: 1.5132 Epoch 1/5... Batch 1670... Discriminator Loss: 0.8621... Generator Loss: 1.4167 Epoch 1/5... Batch 1680... Discriminator Loss: 1.1598... Generator Loss: 0.6707 Epoch 1/5... Batch 1690... Discriminator Loss: 1.1864... Generator Loss: 2.3407 Epoch 1/5... Batch 1700... Discriminator Loss: 0.7723... Generator Loss: 1.1865
Epoch 1/5... Batch 1710... Discriminator Loss: 0.7932... Generator Loss: 1.1674 Epoch 1/5... Batch 1720... Discriminator Loss: 1.6397... Generator Loss: 2.6913 Epoch 1/5... Batch 1730... Discriminator Loss: 0.9628... Generator Loss: 1.4430 Epoch 1/5... Batch 1740... Discriminator Loss: 1.3167... Generator Loss: 2.5149 Epoch 1/5... Batch 1750... Discriminator Loss: 0.8134... Generator Loss: 1.3090 Epoch 1/5... Batch 1760... Discriminator Loss: 1.0435... Generator Loss: 0.8062 Epoch 1/5... Batch 1770... Discriminator Loss: 1.8524... Generator Loss: 3.4169 Epoch 1/5... Batch 1780... Discriminator Loss: 0.9570... Generator Loss: 0.9003 Epoch 1/5... Batch 1790... Discriminator Loss: 0.9119... Generator Loss: 0.9352 Epoch 1/5... Batch 1800... Discriminator Loss: 0.6400... Generator Loss: 1.5099
Epoch 1/5... Batch 1810... Discriminator Loss: 1.0339... Generator Loss: 2.0115 Epoch 1/5... Batch 1820... Discriminator Loss: 0.8653... Generator Loss: 1.0803 Epoch 1/5... Batch 1830... Discriminator Loss: 2.2867... Generator Loss: 0.2121 Epoch 1/5... Batch 1840... Discriminator Loss: 0.8353... Generator Loss: 1.3348 Epoch 1/5... Batch 1850... Discriminator Loss: 0.9625... Generator Loss: 0.9416 Epoch 1/5... Batch 1860... Discriminator Loss: 1.4814... Generator Loss: 0.4415 Epoch 1/5... Batch 1870... Discriminator Loss: 0.9330... Generator Loss: 0.8669 Epoch 2/5... Batch 10... Discriminator Loss: 1.5894... Generator Loss: 0.3866 Epoch 2/5... Batch 20... Discriminator Loss: 1.1965... Generator Loss: 0.6161 Epoch 2/5... Batch 30... Discriminator Loss: 0.9429... Generator Loss: 0.8829 Epoch 2/5... Batch 40... Discriminator Loss: 2.0283... Generator Loss: 0.2572 Epoch 2/5... Batch 50... Discriminator Loss: 1.3194... Generator Loss: 0.5275 Epoch 2/5... Batch 60... Discriminator Loss: 1.4748... Generator Loss: 0.4455 Epoch 2/5... Batch 70... Discriminator Loss: 1.3023... Generator Loss: 0.6034 Epoch 2/5... Batch 80... Discriminator Loss: 0.7981... Generator Loss: 1.4131 Epoch 2/5... Batch 90... Discriminator Loss: 0.8180... Generator Loss: 1.1007 Epoch 2/5... Batch 100... Discriminator Loss: 0.8169... Generator Loss: 1.4130
Epoch 2/5... Batch 110... Discriminator Loss: 1.0511... Generator Loss: 0.7888 Epoch 2/5... Batch 120... Discriminator Loss: 0.9165... Generator Loss: 0.9424 Epoch 2/5... Batch 130... Discriminator Loss: 0.9217... Generator Loss: 1.0409 Epoch 2/5... Batch 140... Discriminator Loss: 1.2417... Generator Loss: 0.5669 Epoch 2/5... Batch 150... Discriminator Loss: 0.9799... Generator Loss: 0.8603 Epoch 2/5... Batch 160... Discriminator Loss: 0.7202... Generator Loss: 1.3470 Epoch 2/5... Batch 170... Discriminator Loss: 1.1050... Generator Loss: 0.7481 Epoch 2/5... Batch 180... Discriminator Loss: 1.2180... Generator Loss: 2.0570 Epoch 2/5... Batch 190... Discriminator Loss: 0.7643... Generator Loss: 1.2700 Epoch 2/5... Batch 200... Discriminator Loss: 0.7773... Generator Loss: 1.2042
Epoch 2/5... Batch 210... Discriminator Loss: 1.7090... Generator Loss: 0.3266 Epoch 2/5... Batch 220... Discriminator Loss: 1.0359... Generator Loss: 0.7747 Epoch 2/5... Batch 230... Discriminator Loss: 1.0284... Generator Loss: 0.8861 Epoch 2/5... Batch 240... Discriminator Loss: 0.8570... Generator Loss: 1.0369 Epoch 2/5... Batch 250... Discriminator Loss: 1.2063... Generator Loss: 0.6391 Epoch 2/5... Batch 260... Discriminator Loss: 1.0151... Generator Loss: 0.8922 Epoch 2/5... Batch 270... Discriminator Loss: 0.7653... Generator Loss: 1.7086 Epoch 2/5... Batch 280... Discriminator Loss: 0.9097... Generator Loss: 1.9618 Epoch 2/5... Batch 290... Discriminator Loss: 0.9284... Generator Loss: 0.9894 Epoch 2/5... Batch 300... Discriminator Loss: 0.9614... Generator Loss: 0.8802
Epoch 2/5... Batch 310... Discriminator Loss: 0.8040... Generator Loss: 1.1179 Epoch 2/5... Batch 320... Discriminator Loss: 1.0691... Generator Loss: 0.7392 Epoch 2/5... Batch 330... Discriminator Loss: 0.7624... Generator Loss: 1.1871 Epoch 2/5... Batch 340... Discriminator Loss: 1.5518... Generator Loss: 0.4048 Epoch 2/5... Batch 350... Discriminator Loss: 0.7743... Generator Loss: 1.3273 Epoch 2/5... Batch 360... Discriminator Loss: 0.8926... Generator Loss: 1.0721 Epoch 2/5... Batch 370... Discriminator Loss: 0.7888... Generator Loss: 1.2802 Epoch 2/5... Batch 380... Discriminator Loss: 1.4487... Generator Loss: 0.4945 Epoch 2/5... Batch 390... Discriminator Loss: 1.1877... Generator Loss: 0.6752 Epoch 2/5... Batch 400... Discriminator Loss: 0.7647... Generator Loss: 1.1842
Epoch 2/5... Batch 410... Discriminator Loss: 1.1974... Generator Loss: 0.6444 Epoch 2/5... Batch 420... Discriminator Loss: 1.3966... Generator Loss: 0.6001 Epoch 2/5... Batch 430... Discriminator Loss: 0.8753... Generator Loss: 1.3501 Epoch 2/5... Batch 440... Discriminator Loss: 1.6105... Generator Loss: 0.3960 Epoch 2/5... Batch 450... Discriminator Loss: 0.6946... Generator Loss: 1.4940 Epoch 2/5... Batch 460... Discriminator Loss: 1.5379... Generator Loss: 0.5132 Epoch 2/5... Batch 470... Discriminator Loss: 1.0175... Generator Loss: 0.8815 Epoch 2/5... Batch 480... Discriminator Loss: 0.8478... Generator Loss: 1.5284 Epoch 2/5... Batch 490... Discriminator Loss: 1.7799... Generator Loss: 0.3467 Epoch 2/5... Batch 500... Discriminator Loss: 2.1292... Generator Loss: 0.2724
Epoch 2/5... Batch 510... Discriminator Loss: 0.9432... Generator Loss: 1.8178 Epoch 2/5... Batch 520... Discriminator Loss: 0.7824... Generator Loss: 1.2591 Epoch 2/5... Batch 530... Discriminator Loss: 0.7004... Generator Loss: 1.3913 Epoch 2/5... Batch 540... Discriminator Loss: 1.1850... Generator Loss: 0.6390 Epoch 2/5... Batch 550... Discriminator Loss: 0.6626... Generator Loss: 1.6464 Epoch 2/5... Batch 560... Discriminator Loss: 1.0852... Generator Loss: 2.2763 Epoch 2/5... Batch 570... Discriminator Loss: 1.3438... Generator Loss: 2.5434 Epoch 2/5... Batch 580... Discriminator Loss: 1.1324... Generator Loss: 0.6875 Epoch 2/5... Batch 590... Discriminator Loss: 0.7539... Generator Loss: 1.2717 Epoch 2/5... Batch 600... Discriminator Loss: 0.7555... Generator Loss: 1.5712
Epoch 2/5... Batch 610... Discriminator Loss: 1.5149... Generator Loss: 0.4708 Epoch 2/5... Batch 620... Discriminator Loss: 0.8823... Generator Loss: 1.0760 Epoch 2/5... Batch 630... Discriminator Loss: 0.7773... Generator Loss: 1.7662 Epoch 2/5... Batch 640... Discriminator Loss: 0.8638... Generator Loss: 0.9966 Epoch 2/5... Batch 650... Discriminator Loss: 0.7205... Generator Loss: 2.1101 Epoch 2/5... Batch 660... Discriminator Loss: 1.1246... Generator Loss: 0.7091 Epoch 2/5... Batch 670... Discriminator Loss: 0.8845... Generator Loss: 0.9941 Epoch 2/5... Batch 680... Discriminator Loss: 0.8517... Generator Loss: 0.9978 Epoch 2/5... Batch 690... Discriminator Loss: 0.9809... Generator Loss: 2.5955 Epoch 2/5... Batch 700... Discriminator Loss: 0.6198... Generator Loss: 1.9225
Epoch 2/5... Batch 710... Discriminator Loss: 0.9691... Generator Loss: 0.9010 Epoch 2/5... Batch 720... Discriminator Loss: 0.7193... Generator Loss: 1.8375 Epoch 2/5... Batch 730... Discriminator Loss: 0.8929... Generator Loss: 0.9758 Epoch 2/5... Batch 740... Discriminator Loss: 0.7606... Generator Loss: 1.2587 Epoch 2/5... Batch 750... Discriminator Loss: 1.1950... Generator Loss: 0.6780 Epoch 2/5... Batch 760... Discriminator Loss: 0.6331... Generator Loss: 1.7794 Epoch 2/5... Batch 770... Discriminator Loss: 1.1978... Generator Loss: 2.2831 Epoch 2/5... Batch 780... Discriminator Loss: 0.8677... Generator Loss: 1.0101 Epoch 2/5... Batch 790... Discriminator Loss: 0.8404... Generator Loss: 1.1440 Epoch 2/5... Batch 800... Discriminator Loss: 1.0487... Generator Loss: 0.7679
Epoch 2/5... Batch 810... Discriminator Loss: 0.6628... Generator Loss: 1.4696 Epoch 2/5... Batch 820... Discriminator Loss: 0.7299... Generator Loss: 1.2351 Epoch 2/5... Batch 830... Discriminator Loss: 0.7905... Generator Loss: 1.1023 Epoch 2/5... Batch 840... Discriminator Loss: 0.7286... Generator Loss: 1.2810 Epoch 2/5... Batch 850... Discriminator Loss: 0.7429... Generator Loss: 1.3126 Epoch 2/5... Batch 860... Discriminator Loss: 2.5591... Generator Loss: 4.1236 Epoch 2/5... Batch 870... Discriminator Loss: 1.0546... Generator Loss: 0.7754 Epoch 2/5... Batch 880... Discriminator Loss: 1.0341... Generator Loss: 0.7806 Epoch 2/5... Batch 890... Discriminator Loss: 0.6655... Generator Loss: 1.4607 Epoch 2/5... Batch 900... Discriminator Loss: 1.8244... Generator Loss: 0.3638
Epoch 2/5... Batch 910... Discriminator Loss: 0.6550... Generator Loss: 1.4872 Epoch 2/5... Batch 920... Discriminator Loss: 0.8789... Generator Loss: 1.0496 Epoch 2/5... Batch 930... Discriminator Loss: 2.8297... Generator Loss: 0.1398 Epoch 2/5... Batch 940... Discriminator Loss: 1.5884... Generator Loss: 0.4106 Epoch 2/5... Batch 950... Discriminator Loss: 0.8260... Generator Loss: 1.0526 Epoch 2/5... Batch 960... Discriminator Loss: 0.7109... Generator Loss: 1.5030 Epoch 2/5... Batch 970... Discriminator Loss: 0.8347... Generator Loss: 1.0663 Epoch 2/5... Batch 980... Discriminator Loss: 0.7881... Generator Loss: 1.6324 Epoch 2/5... Batch 990... Discriminator Loss: 0.8627... Generator Loss: 1.0199 Epoch 2/5... Batch 1000... Discriminator Loss: 0.7802... Generator Loss: 1.2181
Epoch 2/5... Batch 1010... Discriminator Loss: 0.8345... Generator Loss: 1.2838 Epoch 2/5... Batch 1020... Discriminator Loss: 1.3463... Generator Loss: 0.5964 Epoch 2/5... Batch 1030... Discriminator Loss: 1.6808... Generator Loss: 0.4718 Epoch 2/5... Batch 1040... Discriminator Loss: 1.1253... Generator Loss: 0.7252 Epoch 2/5... Batch 1050... Discriminator Loss: 0.6369... Generator Loss: 1.6430 Epoch 2/5... Batch 1060... Discriminator Loss: 0.7153... Generator Loss: 1.4010 Epoch 2/5... Batch 1070... Discriminator Loss: 0.6167... Generator Loss: 1.5888 Epoch 2/5... Batch 1080... Discriminator Loss: 0.8561... Generator Loss: 1.0380 Epoch 2/5... Batch 1090... Discriminator Loss: 0.6615... Generator Loss: 1.5148 Epoch 2/5... Batch 1100... Discriminator Loss: 1.2013... Generator Loss: 0.6581
Epoch 2/5... Batch 1110... Discriminator Loss: 1.2950... Generator Loss: 0.5985 Epoch 2/5... Batch 1120... Discriminator Loss: 1.2064... Generator Loss: 0.6320 Epoch 2/5... Batch 1130... Discriminator Loss: 0.8414... Generator Loss: 1.2636 Epoch 2/5... Batch 1140... Discriminator Loss: 1.4552... Generator Loss: 0.4860 Epoch 2/5... Batch 1150... Discriminator Loss: 0.8858... Generator Loss: 0.9957 Epoch 2/5... Batch 1160... Discriminator Loss: 1.1275... Generator Loss: 0.6842 Epoch 2/5... Batch 1170... Discriminator Loss: 1.0456... Generator Loss: 0.7823 Epoch 2/5... Batch 1180... Discriminator Loss: 0.7495... Generator Loss: 1.2397 Epoch 2/5... Batch 1190... Discriminator Loss: 0.6266... Generator Loss: 1.5781 Epoch 2/5... Batch 1200... Discriminator Loss: 0.7696... Generator Loss: 1.1862
Epoch 2/5... Batch 1210... Discriminator Loss: 0.7075... Generator Loss: 1.4423 Epoch 2/5... Batch 1220... Discriminator Loss: 1.3192... Generator Loss: 2.9106 Epoch 2/5... Batch 1230... Discriminator Loss: 0.9652... Generator Loss: 2.1447 Epoch 2/5... Batch 1240... Discriminator Loss: 0.6775... Generator Loss: 1.4346 Epoch 2/5... Batch 1250... Discriminator Loss: 0.6775... Generator Loss: 1.8375 Epoch 2/5... Batch 1260... Discriminator Loss: 0.6811... Generator Loss: 1.8985 Epoch 2/5... Batch 1270... Discriminator Loss: 0.6858... Generator Loss: 1.5367 Epoch 2/5... Batch 1280... Discriminator Loss: 0.8756... Generator Loss: 1.0639 Epoch 2/5... Batch 1290... Discriminator Loss: 0.8349... Generator Loss: 1.0979 Epoch 2/5... Batch 1300... Discriminator Loss: 1.4723... Generator Loss: 0.4720
Epoch 2/5... Batch 1310... Discriminator Loss: 0.7119... Generator Loss: 1.3403 Epoch 2/5... Batch 1320... Discriminator Loss: 0.9126... Generator Loss: 0.9276 Epoch 2/5... Batch 1330... Discriminator Loss: 1.0519... Generator Loss: 0.8033 Epoch 2/5... Batch 1340... Discriminator Loss: 1.8475... Generator Loss: 0.3924 Epoch 2/5... Batch 1350... Discriminator Loss: 0.9433... Generator Loss: 0.8903 Epoch 2/5... Batch 1360... Discriminator Loss: 1.4843... Generator Loss: 0.4944 Epoch 2/5... Batch 1370... Discriminator Loss: 0.7357... Generator Loss: 1.4794 Epoch 2/5... Batch 1380... Discriminator Loss: 0.7407... Generator Loss: 1.2877 Epoch 2/5... Batch 1390... Discriminator Loss: 0.8003... Generator Loss: 1.2230 Epoch 2/5... Batch 1400... Discriminator Loss: 1.3587... Generator Loss: 0.5258
Epoch 2/5... Batch 1410... Discriminator Loss: 1.1573... Generator Loss: 0.7031 Epoch 2/5... Batch 1420... Discriminator Loss: 2.7432... Generator Loss: 3.8479 Epoch 2/5... Batch 1430... Discriminator Loss: 0.8830... Generator Loss: 1.7730 Epoch 2/5... Batch 1440... Discriminator Loss: 0.8114... Generator Loss: 1.1582 Epoch 2/5... Batch 1450... Discriminator Loss: 0.9201... Generator Loss: 0.9451 Epoch 2/5... Batch 1460... Discriminator Loss: 0.6953... Generator Loss: 1.4093 Epoch 2/5... Batch 1470... Discriminator Loss: 1.2260... Generator Loss: 0.6624 Epoch 2/5... Batch 1480... Discriminator Loss: 0.7380... Generator Loss: 1.3321 Epoch 2/5... Batch 1490... Discriminator Loss: 1.0636... Generator Loss: 2.1439 Epoch 2/5... Batch 1500... Discriminator Loss: 0.9422... Generator Loss: 1.2416
Epoch 2/5... Batch 1510... Discriminator Loss: 1.4273... Generator Loss: 0.5062 Epoch 2/5... Batch 1520... Discriminator Loss: 0.7443... Generator Loss: 1.2665 Epoch 2/5... Batch 1530... Discriminator Loss: 0.9653... Generator Loss: 0.9298 Epoch 2/5... Batch 1540... Discriminator Loss: 0.5358... Generator Loss: 2.4082 Epoch 2/5... Batch 1550... Discriminator Loss: 0.7428... Generator Loss: 1.2473 Epoch 2/5... Batch 1560... Discriminator Loss: 0.7319... Generator Loss: 2.3929 Epoch 2/5... Batch 1570... Discriminator Loss: 0.7920... Generator Loss: 1.2587 Epoch 2/5... Batch 1580... Discriminator Loss: 1.8635... Generator Loss: 0.3271 Epoch 2/5... Batch 1590... Discriminator Loss: 1.2741... Generator Loss: 0.5931 Epoch 2/5... Batch 1600... Discriminator Loss: 1.1963... Generator Loss: 0.6423
Epoch 2/5... Batch 1610... Discriminator Loss: 1.6109... Generator Loss: 0.4625 Epoch 2/5... Batch 1620... Discriminator Loss: 1.2943... Generator Loss: 0.6488 Epoch 2/5... Batch 1630... Discriminator Loss: 0.7164... Generator Loss: 1.6652 Epoch 2/5... Batch 1640... Discriminator Loss: 1.1463... Generator Loss: 0.7090 Epoch 2/5... Batch 1650... Discriminator Loss: 0.5665... Generator Loss: 2.3538 Epoch 2/5... Batch 1660... Discriminator Loss: 0.6807... Generator Loss: 1.4562 Epoch 2/5... Batch 1670... Discriminator Loss: 1.0710... Generator Loss: 0.7193 Epoch 2/5... Batch 1680... Discriminator Loss: 0.5268... Generator Loss: 1.9161 Epoch 2/5... Batch 1690... Discriminator Loss: 1.1048... Generator Loss: 0.8171 Epoch 2/5... Batch 1700... Discriminator Loss: 0.5511... Generator Loss: 1.9243
Epoch 2/5... Batch 1710... Discriminator Loss: 0.6142... Generator Loss: 1.5901 Epoch 2/5... Batch 1720... Discriminator Loss: 0.6382... Generator Loss: 2.9429 Epoch 2/5... Batch 1730... Discriminator Loss: 1.7052... Generator Loss: 0.4060 Epoch 2/5... Batch 1740... Discriminator Loss: 1.2693... Generator Loss: 2.2117 Epoch 2/5... Batch 1750... Discriminator Loss: 0.6403... Generator Loss: 1.6070 Epoch 2/5... Batch 1760... Discriminator Loss: 1.3953... Generator Loss: 0.5436 Epoch 2/5... Batch 1770... Discriminator Loss: 1.0466... Generator Loss: 1.9567 Epoch 2/5... Batch 1780... Discriminator Loss: 0.6144... Generator Loss: 2.3297 Epoch 2/5... Batch 1790... Discriminator Loss: 0.6919... Generator Loss: 1.3710 Epoch 2/5... Batch 1800... Discriminator Loss: 0.5412... Generator Loss: 2.4155
Epoch 2/5... Batch 1810... Discriminator Loss: 0.7314... Generator Loss: 2.1883 Epoch 2/5... Batch 1820... Discriminator Loss: 0.4815... Generator Loss: 2.1740 Epoch 2/5... Batch 1830... Discriminator Loss: 1.6359... Generator Loss: 0.3951 Epoch 2/5... Batch 1840... Discriminator Loss: 0.7135... Generator Loss: 1.3902 Epoch 2/5... Batch 1850... Discriminator Loss: 0.7172... Generator Loss: 1.4330 Epoch 2/5... Batch 1860... Discriminator Loss: 1.2480... Generator Loss: 0.6733 Epoch 2/5... Batch 1870... Discriminator Loss: 0.5558... Generator Loss: 1.8885 Epoch 3/5... Batch 10... Discriminator Loss: 1.1681... Generator Loss: 0.7729 Epoch 3/5... Batch 20... Discriminator Loss: 1.5587... Generator Loss: 0.4405 Epoch 3/5... Batch 30... Discriminator Loss: 2.7157... Generator Loss: 0.1594 Epoch 3/5... Batch 40... Discriminator Loss: 0.8199... Generator Loss: 1.2288 Epoch 3/5... Batch 50... Discriminator Loss: 0.6744... Generator Loss: 1.6582 Epoch 3/5... Batch 60... Discriminator Loss: 1.4813... Generator Loss: 0.6035 Epoch 3/5... Batch 70... Discriminator Loss: 1.6836... Generator Loss: 0.3758 Epoch 3/5... Batch 80... Discriminator Loss: 0.7321... Generator Loss: 1.2171 Epoch 3/5... Batch 90... Discriminator Loss: 0.9317... Generator Loss: 0.9664 Epoch 3/5... Batch 100... Discriminator Loss: 0.9091... Generator Loss: 0.9545
Epoch 3/5... Batch 110... Discriminator Loss: 0.7903... Generator Loss: 1.1216 Epoch 3/5... Batch 120... Discriminator Loss: 0.5549... Generator Loss: 1.9770 Epoch 3/5... Batch 130... Discriminator Loss: 1.4794... Generator Loss: 0.4889 Epoch 3/5... Batch 140... Discriminator Loss: 1.1868... Generator Loss: 0.6481 Epoch 3/5... Batch 150... Discriminator Loss: 0.9378... Generator Loss: 0.9085 Epoch 3/5... Batch 160... Discriminator Loss: 0.6452... Generator Loss: 1.5479 Epoch 3/5... Batch 170... Discriminator Loss: 1.6225... Generator Loss: 0.4463 Epoch 3/5... Batch 180... Discriminator Loss: 0.9240... Generator Loss: 0.9476 Epoch 3/5... Batch 190... Discriminator Loss: 0.4960... Generator Loss: 2.0413 Epoch 3/5... Batch 200... Discriminator Loss: 0.8116... Generator Loss: 1.0963
Epoch 3/5... Batch 210... Discriminator Loss: 0.9279... Generator Loss: 1.0886 Epoch 3/5... Batch 220... Discriminator Loss: 0.9988... Generator Loss: 0.8436 Epoch 3/5... Batch 230... Discriminator Loss: 0.6519... Generator Loss: 1.4372 Epoch 3/5... Batch 240... Discriminator Loss: 0.7182... Generator Loss: 1.2872 Epoch 3/5... Batch 250... Discriminator Loss: 0.8195... Generator Loss: 1.1500 Epoch 3/5... Batch 260... Discriminator Loss: 0.5361... Generator Loss: 1.9019 Epoch 3/5... Batch 270... Discriminator Loss: 0.7023... Generator Loss: 2.7170 Epoch 3/5... Batch 280... Discriminator Loss: 0.7481... Generator Loss: 1.2280 Epoch 3/5... Batch 290... Discriminator Loss: 0.6982... Generator Loss: 1.6059 Epoch 3/5... Batch 300... Discriminator Loss: 1.0582... Generator Loss: 0.9068
Epoch 3/5... Batch 310... Discriminator Loss: 0.5325... Generator Loss: 2.0242 Epoch 3/5... Batch 320... Discriminator Loss: 1.0816... Generator Loss: 0.8246 Epoch 3/5... Batch 330... Discriminator Loss: 0.6403... Generator Loss: 1.9598 Epoch 3/5... Batch 340... Discriminator Loss: 0.8708... Generator Loss: 1.8811 Epoch 3/5... Batch 350... Discriminator Loss: 0.7327... Generator Loss: 1.2994 Epoch 3/5... Batch 360... Discriminator Loss: 0.6890... Generator Loss: 1.3906 Epoch 3/5... Batch 370... Discriminator Loss: 0.8864... Generator Loss: 0.9827 Epoch 3/5... Batch 380... Discriminator Loss: 1.0389... Generator Loss: 0.7863 Epoch 3/5... Batch 390... Discriminator Loss: 0.7410... Generator Loss: 1.2637 Epoch 3/5... Batch 400... Discriminator Loss: 0.7405... Generator Loss: 1.2742
Epoch 3/5... Batch 410... Discriminator Loss: 0.9874... Generator Loss: 0.8767 Epoch 3/5... Batch 420... Discriminator Loss: 0.6246... Generator Loss: 2.1169 Epoch 3/5... Batch 430... Discriminator Loss: 1.5554... Generator Loss: 0.5158 Epoch 3/5... Batch 440... Discriminator Loss: 1.8344... Generator Loss: 0.3687 Epoch 3/5... Batch 450... Discriminator Loss: 0.6003... Generator Loss: 1.7233 Epoch 3/5... Batch 460... Discriminator Loss: 0.8680... Generator Loss: 1.0496 Epoch 3/5... Batch 470... Discriminator Loss: 0.7749... Generator Loss: 1.2321 Epoch 3/5... Batch 480... Discriminator Loss: 0.7462... Generator Loss: 1.2793 Epoch 3/5... Batch 490... Discriminator Loss: 0.7062... Generator Loss: 1.3496 Epoch 3/5... Batch 500... Discriminator Loss: 0.6195... Generator Loss: 1.5774
Epoch 3/5... Batch 510... Discriminator Loss: 0.7120... Generator Loss: 2.3769 Epoch 3/5... Batch 520... Discriminator Loss: 0.6004... Generator Loss: 1.6359 Epoch 3/5... Batch 530... Discriminator Loss: 0.7687... Generator Loss: 1.1897 Epoch 3/5... Batch 540... Discriminator Loss: 0.9258... Generator Loss: 1.0018 Epoch 3/5... Batch 550... Discriminator Loss: 0.5199... Generator Loss: 2.3883 Epoch 3/5... Batch 560... Discriminator Loss: 0.6779... Generator Loss: 1.7333 Epoch 3/5... Batch 570... Discriminator Loss: 0.8478... Generator Loss: 1.9244 Epoch 3/5... Batch 580... Discriminator Loss: 0.5689... Generator Loss: 2.5624 Epoch 3/5... Batch 590... Discriminator Loss: 0.8413... Generator Loss: 2.5684 Epoch 3/5... Batch 600... Discriminator Loss: 1.1692... Generator Loss: 0.7371
Epoch 3/5... Batch 610... Discriminator Loss: 0.8028... Generator Loss: 1.0879 Epoch 3/5... Batch 620... Discriminator Loss: 0.7085... Generator Loss: 1.2670 Epoch 3/5... Batch 630... Discriminator Loss: 1.4519... Generator Loss: 2.7280 Epoch 3/5... Batch 640... Discriminator Loss: 1.3320... Generator Loss: 3.0984 Epoch 3/5... Batch 650... Discriminator Loss: 0.6201... Generator Loss: 1.9993 Epoch 3/5... Batch 660... Discriminator Loss: 0.7912... Generator Loss: 1.2817 Epoch 3/5... Batch 670... Discriminator Loss: 0.6306... Generator Loss: 2.0073 Epoch 3/5... Batch 680... Discriminator Loss: 0.9923... Generator Loss: 2.6214 Epoch 3/5... Batch 690... Discriminator Loss: 0.8361... Generator Loss: 1.0763 Epoch 3/5... Batch 700... Discriminator Loss: 0.5697... Generator Loss: 2.0926
Epoch 3/5... Batch 710... Discriminator Loss: 0.7760... Generator Loss: 1.1872 Epoch 3/5... Batch 720... Discriminator Loss: 0.7169... Generator Loss: 1.3440 Epoch 3/5... Batch 730... Discriminator Loss: 0.9178... Generator Loss: 0.9663 Epoch 3/5... Batch 740... Discriminator Loss: 0.6763... Generator Loss: 1.4162 Epoch 3/5... Batch 750... Discriminator Loss: 0.5781... Generator Loss: 2.1339 Epoch 3/5... Batch 760... Discriminator Loss: 0.5769... Generator Loss: 1.9749 Epoch 3/5... Batch 770... Discriminator Loss: 2.7781... Generator Loss: 5.3385 Epoch 3/5... Batch 780... Discriminator Loss: 0.8686... Generator Loss: 1.4291 Epoch 3/5... Batch 790... Discriminator Loss: 0.7949... Generator Loss: 1.5027 Epoch 3/5... Batch 800... Discriminator Loss: 1.0596... Generator Loss: 0.7858
Epoch 3/5... Batch 810... Discriminator Loss: 0.6410... Generator Loss: 1.5950 Epoch 3/5... Batch 820... Discriminator Loss: 0.7528... Generator Loss: 1.2606 Epoch 3/5... Batch 830... Discriminator Loss: 1.2896... Generator Loss: 0.6070 Epoch 3/5... Batch 840... Discriminator Loss: 0.8356... Generator Loss: 1.1045 Epoch 3/5... Batch 850... Discriminator Loss: 1.0137... Generator Loss: 0.8831 Epoch 3/5... Batch 860... Discriminator Loss: 0.6388... Generator Loss: 2.1991 Epoch 3/5... Batch 870... Discriminator Loss: 1.0616... Generator Loss: 0.8534 Epoch 3/5... Batch 880... Discriminator Loss: 1.2738... Generator Loss: 0.6259 Epoch 3/5... Batch 890... Discriminator Loss: 0.5541... Generator Loss: 1.7818 Epoch 3/5... Batch 900... Discriminator Loss: 1.2846... Generator Loss: 0.6311
Epoch 3/5... Batch 910... Discriminator Loss: 2.2888... Generator Loss: 0.3428 Epoch 3/5... Batch 920... Discriminator Loss: 1.2980... Generator Loss: 0.8978 Epoch 3/5... Batch 930... Discriminator Loss: 1.4878... Generator Loss: 0.4652 Epoch 3/5... Batch 940... Discriminator Loss: 0.8870... Generator Loss: 1.0118 Epoch 3/5... Batch 950... Discriminator Loss: 0.7357... Generator Loss: 1.2751 Epoch 3/5... Batch 960... Discriminator Loss: 0.6501... Generator Loss: 1.5190 Epoch 3/5... Batch 970... Discriminator Loss: 0.8456... Generator Loss: 1.0899 Epoch 3/5... Batch 980... Discriminator Loss: 0.7484... Generator Loss: 1.2170 Epoch 3/5... Batch 990... Discriminator Loss: 0.9542... Generator Loss: 0.9622 Epoch 3/5... Batch 1000... Discriminator Loss: 0.8135... Generator Loss: 1.1807
Epoch 3/5... Batch 1010... Discriminator Loss: 0.6461... Generator Loss: 1.4402 Epoch 3/5... Batch 1020... Discriminator Loss: 0.6697... Generator Loss: 1.4458 Epoch 3/5... Batch 1030... Discriminator Loss: 0.9748... Generator Loss: 1.0656 Epoch 3/5... Batch 1040... Discriminator Loss: 0.6545... Generator Loss: 1.6798 Epoch 3/5... Batch 1050... Discriminator Loss: 0.7429... Generator Loss: 1.6140 Epoch 3/5... Batch 1060... Discriminator Loss: 1.2573... Generator Loss: 0.7258 Epoch 3/5... Batch 1070... Discriminator Loss: 0.5412... Generator Loss: 1.9425 Epoch 3/5... Batch 1080... Discriminator Loss: 0.6227... Generator Loss: 1.5856 Epoch 3/5... Batch 1090... Discriminator Loss: 0.5485... Generator Loss: 1.8070 Epoch 3/5... Batch 1100... Discriminator Loss: 1.0287... Generator Loss: 0.9150
Epoch 3/5... Batch 1110... Discriminator Loss: 0.7950... Generator Loss: 1.1440 Epoch 3/5... Batch 1120... Discriminator Loss: 0.7529... Generator Loss: 1.1915 Epoch 3/5... Batch 1130... Discriminator Loss: 0.5800... Generator Loss: 2.7121 Epoch 3/5... Batch 1140... Discriminator Loss: 0.5912... Generator Loss: 1.6340 Epoch 3/5... Batch 1150... Discriminator Loss: 0.6676... Generator Loss: 1.6187 Epoch 3/5... Batch 1160... Discriminator Loss: 0.7119... Generator Loss: 1.3340 Epoch 3/5... Batch 1170... Discriminator Loss: 1.2915... Generator Loss: 0.6551 Epoch 3/5... Batch 1180... Discriminator Loss: 2.4434... Generator Loss: 0.2188 Epoch 3/5... Batch 1190... Discriminator Loss: 0.5683... Generator Loss: 1.7612 Epoch 3/5... Batch 1200... Discriminator Loss: 1.0477... Generator Loss: 0.8227
Epoch 3/5... Batch 1210... Discriminator Loss: 0.8579... Generator Loss: 0.9784 Epoch 3/5... Batch 1220... Discriminator Loss: 0.6347... Generator Loss: 2.2520 Epoch 3/5... Batch 1230... Discriminator Loss: 0.7016... Generator Loss: 1.3664 Epoch 3/5... Batch 1240... Discriminator Loss: 0.9804... Generator Loss: 0.9456 Epoch 3/5... Batch 1250... Discriminator Loss: 0.7196... Generator Loss: 1.3685 Epoch 3/5... Batch 1260... Discriminator Loss: 0.6470... Generator Loss: 1.5225 Epoch 3/5... Batch 1270... Discriminator Loss: 1.1487... Generator Loss: 0.7521 Epoch 3/5... Batch 1280... Discriminator Loss: 0.7259... Generator Loss: 1.4500 Epoch 3/5... Batch 1290... Discriminator Loss: 0.6250... Generator Loss: 1.5457 Epoch 3/5... Batch 1300... Discriminator Loss: 0.6306... Generator Loss: 1.8398
Epoch 3/5... Batch 1310... Discriminator Loss: 0.7111... Generator Loss: 2.1150 Epoch 3/5... Batch 1320... Discriminator Loss: 1.1749... Generator Loss: 0.7139 Epoch 3/5... Batch 1330... Discriminator Loss: 0.6026... Generator Loss: 1.7088 Epoch 3/5... Batch 1340... Discriminator Loss: 0.6041... Generator Loss: 1.6473 Epoch 3/5... Batch 1350... Discriminator Loss: 0.7572... Generator Loss: 1.2347 Epoch 3/5... Batch 1360... Discriminator Loss: 2.4278... Generator Loss: 0.2148 Epoch 3/5... Batch 1370... Discriminator Loss: 1.0235... Generator Loss: 0.9924 Epoch 3/5... Batch 1380... Discriminator Loss: 0.5100... Generator Loss: 2.2323 Epoch 3/5... Batch 1390... Discriminator Loss: 0.5251... Generator Loss: 1.9860 Epoch 3/5... Batch 1400... Discriminator Loss: 0.8874... Generator Loss: 0.9818
Epoch 3/5... Batch 1410... Discriminator Loss: 1.5632... Generator Loss: 0.6218 Epoch 3/5... Batch 1420... Discriminator Loss: 0.7440... Generator Loss: 2.0459 Epoch 3/5... Batch 1430... Discriminator Loss: 0.8815... Generator Loss: 1.0285 Epoch 3/5... Batch 1440... Discriminator Loss: 0.8859... Generator Loss: 0.9786 Epoch 3/5... Batch 1450... Discriminator Loss: 0.5503... Generator Loss: 1.9179 Epoch 3/5... Batch 1460... Discriminator Loss: 0.5522... Generator Loss: 1.8664 Epoch 3/5... Batch 1470... Discriminator Loss: 1.0353... Generator Loss: 0.8097 Epoch 3/5... Batch 1480... Discriminator Loss: 0.7728... Generator Loss: 1.2766 Epoch 3/5... Batch 1490... Discriminator Loss: 2.1096... Generator Loss: 0.3814 Epoch 3/5... Batch 1500... Discriminator Loss: 0.8901... Generator Loss: 1.2491
Epoch 3/5... Batch 1510... Discriminator Loss: 1.4427... Generator Loss: 0.6106 Epoch 3/5... Batch 1520... Discriminator Loss: 0.9898... Generator Loss: 0.9271 Epoch 3/5... Batch 1530... Discriminator Loss: 0.8401... Generator Loss: 1.0951 Epoch 3/5... Batch 1540... Discriminator Loss: 0.6617... Generator Loss: 2.2132 Epoch 3/5... Batch 1550... Discriminator Loss: 0.9938... Generator Loss: 0.8066 Epoch 3/5... Batch 1560... Discriminator Loss: 0.8875... Generator Loss: 1.0379 Epoch 3/5... Batch 1570... Discriminator Loss: 0.7184... Generator Loss: 1.3029 Epoch 3/5... Batch 1580... Discriminator Loss: 0.8626... Generator Loss: 1.1358 Epoch 3/5... Batch 1590... Discriminator Loss: 2.2448... Generator Loss: 0.2315 Epoch 3/5... Batch 1600... Discriminator Loss: 1.7260... Generator Loss: 0.4709
Epoch 3/5... Batch 1610... Discriminator Loss: 0.9116... Generator Loss: 0.8982 Epoch 3/5... Batch 1620... Discriminator Loss: 1.6418... Generator Loss: 0.4712 Epoch 3/5... Batch 1630... Discriminator Loss: 0.6195... Generator Loss: 1.5204 Epoch 3/5... Batch 1640... Discriminator Loss: 0.6477... Generator Loss: 1.3981 Epoch 3/5... Batch 1650... Discriminator Loss: 0.4567... Generator Loss: 2.6314 Epoch 3/5... Batch 1660... Discriminator Loss: 0.5677... Generator Loss: 1.8506 Epoch 3/5... Batch 1670... Discriminator Loss: 1.7029... Generator Loss: 0.3724 Epoch 3/5... Batch 1680... Discriminator Loss: 0.4757... Generator Loss: 2.3716 Epoch 3/5... Batch 1690... Discriminator Loss: 1.3937... Generator Loss: 0.7003 Epoch 3/5... Batch 1700... Discriminator Loss: 0.8294... Generator Loss: 1.1693
Epoch 3/5... Batch 1710... Discriminator Loss: 0.5269... Generator Loss: 1.9869 Epoch 3/5... Batch 1720... Discriminator Loss: 0.7788... Generator Loss: 3.4995 Epoch 3/5... Batch 1730... Discriminator Loss: 0.6707... Generator Loss: 1.9233 Epoch 3/5... Batch 1740... Discriminator Loss: 1.5955... Generator Loss: 3.7228 Epoch 3/5... Batch 1750... Discriminator Loss: 0.8428... Generator Loss: 1.2248 Epoch 3/5... Batch 1760... Discriminator Loss: 1.6262... Generator Loss: 0.4430 Epoch 3/5... Batch 1770... Discriminator Loss: 1.0542... Generator Loss: 0.7757 Epoch 3/5... Batch 1780... Discriminator Loss: 0.5814... Generator Loss: 1.6451 Epoch 3/5... Batch 1790... Discriminator Loss: 0.8105... Generator Loss: 1.1027 Epoch 3/5... Batch 1800... Discriminator Loss: 0.4933... Generator Loss: 2.5399
Epoch 3/5... Batch 1810... Discriminator Loss: 0.4894... Generator Loss: 2.1816 Epoch 3/5... Batch 1820... Discriminator Loss: 0.6172... Generator Loss: 1.5297 Epoch 3/5... Batch 1830... Discriminator Loss: 1.4199... Generator Loss: 0.5461 Epoch 3/5... Batch 1840... Discriminator Loss: 0.7944... Generator Loss: 1.1147 Epoch 3/5... Batch 1850... Discriminator Loss: 0.7020... Generator Loss: 1.3839 Epoch 3/5... Batch 1860... Discriminator Loss: 1.7430... Generator Loss: 0.4714 Epoch 3/5... Batch 1870... Discriminator Loss: 0.5796... Generator Loss: 1.7700 Epoch 4/5... Batch 10... Discriminator Loss: 1.0017... Generator Loss: 1.1163 Epoch 4/5... Batch 20... Discriminator Loss: 0.8105... Generator Loss: 1.1220 Epoch 4/5... Batch 30... Discriminator Loss: 0.6913... Generator Loss: 1.5920 Epoch 4/5... Batch 40... Discriminator Loss: 0.7041... Generator Loss: 1.3759 Epoch 4/5... Batch 50... Discriminator Loss: 0.5955... Generator Loss: 1.6687 Epoch 4/5... Batch 60... Discriminator Loss: 1.7692... Generator Loss: 0.3476 Epoch 4/5... Batch 70... Discriminator Loss: 1.1283... Generator Loss: 1.0242 Epoch 4/5... Batch 80... Discriminator Loss: 1.6058... Generator Loss: 0.5050 Epoch 4/5... Batch 90... Discriminator Loss: 0.5114... Generator Loss: 2.2047 Epoch 4/5... Batch 100... Discriminator Loss: 0.6816... Generator Loss: 1.4093
Epoch 4/5... Batch 110... Discriminator Loss: 0.6215... Generator Loss: 1.5607 Epoch 4/5... Batch 120... Discriminator Loss: 0.8863... Generator Loss: 0.9349 Epoch 4/5... Batch 130... Discriminator Loss: 0.7042... Generator Loss: 1.3990 Epoch 4/5... Batch 140... Discriminator Loss: 0.6167... Generator Loss: 1.6157 Epoch 4/5... Batch 150... Discriminator Loss: 0.6712... Generator Loss: 1.5289 Epoch 4/5... Batch 160... Discriminator Loss: 0.5238... Generator Loss: 1.9416 Epoch 4/5... Batch 170... Discriminator Loss: 1.2604... Generator Loss: 0.6178 Epoch 4/5... Batch 180... Discriminator Loss: 1.2418... Generator Loss: 0.7176 Epoch 4/5... Batch 190... Discriminator Loss: 0.5608... Generator Loss: 1.8102 Epoch 4/5... Batch 200... Discriminator Loss: 0.6788... Generator Loss: 1.4017
Epoch 4/5... Batch 210... Discriminator Loss: 2.7712... Generator Loss: 0.1536 Epoch 4/5... Batch 220... Discriminator Loss: 0.7492... Generator Loss: 1.2121 Epoch 4/5... Batch 230... Discriminator Loss: 0.5575... Generator Loss: 1.8212 Epoch 4/5... Batch 240... Discriminator Loss: 0.8294... Generator Loss: 1.1248 Epoch 4/5... Batch 250... Discriminator Loss: 0.6447... Generator Loss: 1.5405 Epoch 4/5... Batch 260... Discriminator Loss: 0.4465... Generator Loss: 2.5546 Epoch 4/5... Batch 270... Discriminator Loss: 0.6576... Generator Loss: 2.0532 Epoch 4/5... Batch 280... Discriminator Loss: 0.7659... Generator Loss: 1.5741 Epoch 4/5... Batch 290... Discriminator Loss: 0.6354... Generator Loss: 1.5540 Epoch 4/5... Batch 300... Discriminator Loss: 0.7916... Generator Loss: 1.2130
Epoch 4/5... Batch 310... Discriminator Loss: 0.4366... Generator Loss: 2.4730 Epoch 4/5... Batch 320... Discriminator Loss: 0.8517... Generator Loss: 1.1061 Epoch 4/5... Batch 330... Discriminator Loss: 0.9587... Generator Loss: 2.8606 Epoch 4/5... Batch 340... Discriminator Loss: 0.7961... Generator Loss: 1.1068 Epoch 4/5... Batch 350... Discriminator Loss: 0.9024... Generator Loss: 1.0605 Epoch 4/5... Batch 360... Discriminator Loss: 1.1321... Generator Loss: 0.7217 Epoch 4/5... Batch 370... Discriminator Loss: 0.8102... Generator Loss: 1.0906 Epoch 4/5... Batch 380... Discriminator Loss: 0.7984... Generator Loss: 1.2010 Epoch 4/5... Batch 390... Discriminator Loss: 0.5206... Generator Loss: 1.9956 Epoch 4/5... Batch 400... Discriminator Loss: 0.6550... Generator Loss: 1.4755
Epoch 4/5... Batch 410... Discriminator Loss: 0.9129... Generator Loss: 1.0550 Epoch 4/5... Batch 420... Discriminator Loss: 0.5399... Generator Loss: 1.9825 Epoch 4/5... Batch 430... Discriminator Loss: 0.5774... Generator Loss: 1.7826 Epoch 4/5... Batch 440... Discriminator Loss: 1.0229... Generator Loss: 0.8873 Epoch 4/5... Batch 450... Discriminator Loss: 0.5932... Generator Loss: 1.6566 Epoch 4/5... Batch 460... Discriminator Loss: 0.8813... Generator Loss: 1.2434 Epoch 4/5... Batch 470... Discriminator Loss: 0.6566... Generator Loss: 1.4813 Epoch 4/5... Batch 480... Discriminator Loss: 0.6559... Generator Loss: 1.6833 Epoch 4/5... Batch 490... Discriminator Loss: 1.7671... Generator Loss: 0.3797 Epoch 4/5... Batch 500... Discriminator Loss: 0.6336... Generator Loss: 1.6212
Epoch 4/5... Batch 510... Discriminator Loss: 1.0461... Generator Loss: 0.7948 Epoch 4/5... Batch 520... Discriminator Loss: 0.5150... Generator Loss: 2.0748 Epoch 4/5... Batch 530... Discriminator Loss: 0.4932... Generator Loss: 2.4536 Epoch 4/5... Batch 540... Discriminator Loss: 0.9384... Generator Loss: 1.0022 Epoch 4/5... Batch 550... Discriminator Loss: 0.5228... Generator Loss: 1.9544 Epoch 4/5... Batch 560... Discriminator Loss: 1.9252... Generator Loss: 3.6398 Epoch 4/5... Batch 570... Discriminator Loss: 0.9569... Generator Loss: 2.3418 Epoch 4/5... Batch 580... Discriminator Loss: 0.7042... Generator Loss: 3.2815 Epoch 4/5... Batch 590... Discriminator Loss: 0.6089... Generator Loss: 1.6330 Epoch 4/5... Batch 600... Discriminator Loss: 1.0975... Generator Loss: 0.8217
Epoch 4/5... Batch 610... Discriminator Loss: 1.5299... Generator Loss: 0.4944 Epoch 4/5... Batch 620... Discriminator Loss: 0.5692... Generator Loss: 1.7739 Epoch 4/5... Batch 630... Discriminator Loss: 0.6531... Generator Loss: 2.2955 Epoch 4/5... Batch 640... Discriminator Loss: 1.0247... Generator Loss: 0.8712 Epoch 4/5... Batch 650... Discriminator Loss: 0.6160... Generator Loss: 1.5095 Epoch 4/5... Batch 660... Discriminator Loss: 0.6567... Generator Loss: 1.7129 Epoch 4/5... Batch 670... Discriminator Loss: 0.7549... Generator Loss: 2.1374 Epoch 4/5... Batch 680... Discriminator Loss: 0.8833... Generator Loss: 1.0884 Epoch 4/5... Batch 690... Discriminator Loss: 0.6532... Generator Loss: 1.4277 Epoch 4/5... Batch 700... Discriminator Loss: 0.5604... Generator Loss: 1.9765
Epoch 4/5... Batch 710... Discriminator Loss: 0.7312... Generator Loss: 2.1151 Epoch 4/5... Batch 720... Discriminator Loss: 0.7278... Generator Loss: 1.4597 Epoch 4/5... Batch 730... Discriminator Loss: 0.7167... Generator Loss: 1.4523 Epoch 4/5... Batch 740... Discriminator Loss: 0.7967... Generator Loss: 1.1486 Epoch 4/5... Batch 750... Discriminator Loss: 0.5280... Generator Loss: 2.1867 Epoch 4/5... Batch 760... Discriminator Loss: 0.5766... Generator Loss: 1.7426 Epoch 4/5... Batch 770... Discriminator Loss: 0.7016... Generator Loss: 1.3924 Epoch 4/5... Batch 780... Discriminator Loss: 0.6029... Generator Loss: 1.6960 Epoch 4/5... Batch 790... Discriminator Loss: 1.6036... Generator Loss: 0.5528 Epoch 4/5... Batch 800... Discriminator Loss: 1.8549... Generator Loss: 0.4968
Epoch 4/5... Batch 810... Discriminator Loss: 0.7637... Generator Loss: 1.2467 Epoch 4/5... Batch 820... Discriminator Loss: 0.7816... Generator Loss: 1.1803 Epoch 4/5... Batch 830... Discriminator Loss: 0.8776... Generator Loss: 1.1714 Epoch 4/5... Batch 840... Discriminator Loss: 0.5022... Generator Loss: 2.0527 Epoch 4/5... Batch 850... Discriminator Loss: 0.5420... Generator Loss: 2.0352 Epoch 4/5... Batch 860... Discriminator Loss: 0.6768... Generator Loss: 1.9666 Epoch 4/5... Batch 870... Discriminator Loss: 0.8115... Generator Loss: 1.2312 Epoch 4/5... Batch 880... Discriminator Loss: 1.0972... Generator Loss: 0.7582 Epoch 4/5... Batch 890... Discriminator Loss: 0.5843... Generator Loss: 1.6952 Epoch 4/5... Batch 900... Discriminator Loss: 0.6444... Generator Loss: 1.4746
Epoch 4/5... Batch 910... Discriminator Loss: 0.7500... Generator Loss: 1.2459 Epoch 4/5... Batch 920... Discriminator Loss: 0.8478... Generator Loss: 1.0722 Epoch 4/5... Batch 930... Discriminator Loss: 0.7432... Generator Loss: 2.8518 Epoch 4/5... Batch 940... Discriminator Loss: 1.0459... Generator Loss: 0.7843 Epoch 4/5... Batch 950... Discriminator Loss: 1.1681... Generator Loss: 0.7370 Epoch 4/5... Batch 960... Discriminator Loss: 0.6763... Generator Loss: 1.5336 Epoch 4/5... Batch 970... Discriminator Loss: 0.6053... Generator Loss: 1.6762 Epoch 4/5... Batch 980... Discriminator Loss: 2.2787... Generator Loss: 4.9155 Epoch 4/5... Batch 990... Discriminator Loss: 0.6188... Generator Loss: 1.8763 Epoch 4/5... Batch 1000... Discriminator Loss: 0.8138... Generator Loss: 1.1481
Epoch 4/5... Batch 1010... Discriminator Loss: 0.7907... Generator Loss: 1.1711 Epoch 4/5... Batch 1020... Discriminator Loss: 0.6530... Generator Loss: 1.4459 Epoch 4/5... Batch 1030... Discriminator Loss: 0.9013... Generator Loss: 1.2477 Epoch 4/5... Batch 1040... Discriminator Loss: 1.0251... Generator Loss: 0.8392 Epoch 4/5... Batch 1050... Discriminator Loss: 0.6556... Generator Loss: 1.5347 Epoch 4/5... Batch 1060... Discriminator Loss: 0.6740... Generator Loss: 2.2735 Epoch 4/5... Batch 1070... Discriminator Loss: 0.5621... Generator Loss: 1.7522 Epoch 4/5... Batch 1080... Discriminator Loss: 0.8610... Generator Loss: 1.0999 Epoch 4/5... Batch 1090... Discriminator Loss: 0.7486... Generator Loss: 1.2456 Epoch 4/5... Batch 1100... Discriminator Loss: 1.2655... Generator Loss: 0.7040
Epoch 4/5... Batch 1110... Discriminator Loss: 1.4926... Generator Loss: 0.6671 Epoch 4/5... Batch 1120... Discriminator Loss: 0.6462... Generator Loss: 1.5943 Epoch 4/5... Batch 1130... Discriminator Loss: 0.6422... Generator Loss: 1.5400 Epoch 4/5... Batch 1140... Discriminator Loss: 0.5887... Generator Loss: 1.7339 Epoch 4/5... Batch 1150... Discriminator Loss: 0.6527... Generator Loss: 1.4963 Epoch 4/5... Batch 1160... Discriminator Loss: 0.7449... Generator Loss: 1.3830 Epoch 4/5... Batch 1170... Discriminator Loss: 0.9561... Generator Loss: 0.9113 Epoch 4/5... Batch 1180... Discriminator Loss: 0.5617... Generator Loss: 1.9389 Epoch 4/5... Batch 1190... Discriminator Loss: 0.5639... Generator Loss: 1.7724 Epoch 4/5... Batch 1200... Discriminator Loss: 0.6402... Generator Loss: 1.4679
Epoch 4/5... Batch 1210... Discriminator Loss: 0.8942... Generator Loss: 1.0793 Epoch 4/5... Batch 1220... Discriminator Loss: 0.6731... Generator Loss: 1.5374 Epoch 4/5... Batch 1230... Discriminator Loss: 0.8643... Generator Loss: 1.1148 Epoch 4/5... Batch 1240... Discriminator Loss: 0.7062... Generator Loss: 1.4769 Epoch 4/5... Batch 1250... Discriminator Loss: 0.7184... Generator Loss: 1.5092 Epoch 4/5... Batch 1260... Discriminator Loss: 1.4081... Generator Loss: 3.4050 Epoch 4/5... Batch 1270... Discriminator Loss: 0.6552... Generator Loss: 1.7822 Epoch 4/5... Batch 1280... Discriminator Loss: 0.4473... Generator Loss: 2.4727 Epoch 4/5... Batch 1290... Discriminator Loss: 0.6967... Generator Loss: 1.3505 Epoch 4/5... Batch 1300... Discriminator Loss: 0.7081... Generator Loss: 1.3349
Epoch 4/5... Batch 1310... Discriminator Loss: 0.4948... Generator Loss: 2.1598 Epoch 4/5... Batch 1320... Discriminator Loss: 0.6523... Generator Loss: 1.5610 Epoch 4/5... Batch 1330... Discriminator Loss: 0.8916... Generator Loss: 1.1958 Epoch 4/5... Batch 1340... Discriminator Loss: 0.5250... Generator Loss: 2.0895 Epoch 4/5... Batch 1350... Discriminator Loss: 0.7025... Generator Loss: 1.3399 Epoch 4/5... Batch 1360... Discriminator Loss: 2.7452... Generator Loss: 0.1484 Epoch 4/5... Batch 1370... Discriminator Loss: 0.6406... Generator Loss: 1.5274 Epoch 4/5... Batch 1380... Discriminator Loss: 0.5062... Generator Loss: 2.2254 Epoch 4/5... Batch 1390... Discriminator Loss: 0.5001... Generator Loss: 2.1401 Epoch 4/5... Batch 1400... Discriminator Loss: 0.9358... Generator Loss: 0.9673
Epoch 4/5... Batch 1410... Discriminator Loss: 0.6409... Generator Loss: 1.5479 Epoch 4/5... Batch 1420... Discriminator Loss: 0.8902... Generator Loss: 1.8584 Epoch 4/5... Batch 1430... Discriminator Loss: 0.9713... Generator Loss: 0.8646 Epoch 4/5... Batch 1440... Discriminator Loss: 1.0102... Generator Loss: 0.8013 Epoch 4/5... Batch 1450... Discriminator Loss: 0.5228... Generator Loss: 1.9143 Epoch 4/5... Batch 1460... Discriminator Loss: 0.5783... Generator Loss: 1.7414 Epoch 4/5... Batch 1470... Discriminator Loss: 1.0662... Generator Loss: 0.8644 Epoch 4/5... Batch 1480... Discriminator Loss: 0.7007... Generator Loss: 1.4647 Epoch 4/5... Batch 1490... Discriminator Loss: 2.0524... Generator Loss: 3.7548 Epoch 4/5... Batch 1500... Discriminator Loss: 1.2263... Generator Loss: 3.5295
Epoch 4/5... Batch 1510... Discriminator Loss: 1.5380... Generator Loss: 0.4464 Epoch 4/5... Batch 1520... Discriminator Loss: 0.7080... Generator Loss: 1.3821 Epoch 4/5... Batch 1530... Discriminator Loss: 1.1954... Generator Loss: 0.8349 Epoch 4/5... Batch 1540... Discriminator Loss: 0.7029... Generator Loss: 1.4496 Epoch 4/5... Batch 1550... Discriminator Loss: 0.4906... Generator Loss: 2.3823 Epoch 4/5... Batch 1560... Discriminator Loss: 0.6286... Generator Loss: 1.5580 Epoch 4/5... Batch 1570... Discriminator Loss: 0.7111... Generator Loss: 1.3258 Epoch 4/5... Batch 1580... Discriminator Loss: 0.7688... Generator Loss: 1.1855 Epoch 4/5... Batch 1590... Discriminator Loss: 0.8533... Generator Loss: 0.9754 Epoch 4/5... Batch 1600... Discriminator Loss: 1.1368... Generator Loss: 0.8234
Epoch 4/5... Batch 1610... Discriminator Loss: 1.3153... Generator Loss: 0.6445 Epoch 4/5... Batch 1620... Discriminator Loss: 0.9921... Generator Loss: 0.9347 Epoch 4/5... Batch 1630... Discriminator Loss: 0.6889... Generator Loss: 1.4286 Epoch 4/5... Batch 1640... Discriminator Loss: 0.7186... Generator Loss: 1.3361 Epoch 4/5... Batch 1650... Discriminator Loss: 0.5902... Generator Loss: 1.6705 Epoch 4/5... Batch 1660... Discriminator Loss: 0.5384... Generator Loss: 2.2158 Epoch 4/5... Batch 1670... Discriminator Loss: 1.0900... Generator Loss: 0.7772 Epoch 4/5... Batch 1680... Discriminator Loss: 0.5800... Generator Loss: 1.9677 Epoch 4/5... Batch 1690... Discriminator Loss: 1.2357... Generator Loss: 0.7572 Epoch 4/5... Batch 1700... Discriminator Loss: 0.5589... Generator Loss: 2.3854
Epoch 4/5... Batch 1710... Discriminator Loss: 0.5736... Generator Loss: 1.8151 Epoch 4/5... Batch 1720... Discriminator Loss: 0.7695... Generator Loss: 2.6900 Epoch 4/5... Batch 1730... Discriminator Loss: 1.0231... Generator Loss: 0.8844 Epoch 4/5... Batch 1740... Discriminator Loss: 0.8516... Generator Loss: 1.6620 Epoch 4/5... Batch 1750... Discriminator Loss: 2.0052... Generator Loss: 0.4089 Epoch 4/5... Batch 1760... Discriminator Loss: 1.8251... Generator Loss: 0.3497 Epoch 4/5... Batch 1770... Discriminator Loss: 0.7595... Generator Loss: 1.6695 Epoch 4/5... Batch 1780... Discriminator Loss: 0.6345... Generator Loss: 1.5749 Epoch 4/5... Batch 1790... Discriminator Loss: 0.6144... Generator Loss: 1.5502 Epoch 4/5... Batch 1800... Discriminator Loss: 0.5631... Generator Loss: 1.8268
Epoch 4/5... Batch 1810... Discriminator Loss: 0.5567... Generator Loss: 2.0035 Epoch 4/5... Batch 1820... Discriminator Loss: 0.6943... Generator Loss: 1.3540 Epoch 4/5... Batch 1830... Discriminator Loss: 1.0274... Generator Loss: 2.2853 Epoch 4/5... Batch 1840... Discriminator Loss: 0.7616... Generator Loss: 2.5580 Epoch 4/5... Batch 1850... Discriminator Loss: 0.6878... Generator Loss: 1.4848 Epoch 4/5... Batch 1860... Discriminator Loss: 0.7439... Generator Loss: 1.2185 Epoch 4/5... Batch 1870... Discriminator Loss: 0.6981... Generator Loss: 1.4103 Epoch 5/5... Batch 10... Discriminator Loss: 2.5340... Generator Loss: 0.2026 Epoch 5/5... Batch 20... Discriminator Loss: 0.9440... Generator Loss: 0.9858 Epoch 5/5... Batch 30... Discriminator Loss: 1.2978... Generator Loss: 0.6426 Epoch 5/5... Batch 40... Discriminator Loss: 0.8989... Generator Loss: 0.9575 Epoch 5/5... Batch 50... Discriminator Loss: 0.6689... Generator Loss: 1.6559 Epoch 5/5... Batch 60... Discriminator Loss: 0.8152... Generator Loss: 1.1345 Epoch 5/5... Batch 70... Discriminator Loss: 0.6942... Generator Loss: 1.4541 Epoch 5/5... Batch 80... Discriminator Loss: 0.5585... Generator Loss: 1.8949 Epoch 5/5... Batch 90... Discriminator Loss: 0.5202... Generator Loss: 2.0306 Epoch 5/5... Batch 100... Discriminator Loss: 0.6645... Generator Loss: 1.5292
Epoch 5/5... Batch 110... Discriminator Loss: 0.8145... Generator Loss: 1.1179 Epoch 5/5... Batch 120... Discriminator Loss: 1.6530... Generator Loss: 0.6030 Epoch 5/5... Batch 130... Discriminator Loss: 1.2970... Generator Loss: 0.6106 Epoch 5/5... Batch 140... Discriminator Loss: 0.7372... Generator Loss: 1.2179 Epoch 5/5... Batch 150... Discriminator Loss: 0.7733... Generator Loss: 1.2058 Epoch 5/5... Batch 160... Discriminator Loss: 0.5123... Generator Loss: 2.0020 Epoch 5/5... Batch 170... Discriminator Loss: 1.1552... Generator Loss: 0.6899 Epoch 5/5... Batch 180... Discriminator Loss: 0.8610... Generator Loss: 1.0449 Epoch 5/5... Batch 190... Discriminator Loss: 0.5873... Generator Loss: 1.6138 Epoch 5/5... Batch 200... Discriminator Loss: 0.9756... Generator Loss: 0.8669
Epoch 5/5... Batch 210... Discriminator Loss: 1.8383... Generator Loss: 0.3844 Epoch 5/5... Batch 220... Discriminator Loss: 2.0934... Generator Loss: 0.3183 Epoch 5/5... Batch 230... Discriminator Loss: 0.5580... Generator Loss: 2.0838 Epoch 5/5... Batch 240... Discriminator Loss: 1.2085... Generator Loss: 0.6834 Epoch 5/5... Batch 250... Discriminator Loss: 0.5271... Generator Loss: 1.9241 Epoch 5/5... Batch 260... Discriminator Loss: 0.4919... Generator Loss: 2.2133 Epoch 5/5... Batch 270... Discriminator Loss: 0.7811... Generator Loss: 1.8282 Epoch 5/5... Batch 280... Discriminator Loss: 0.5617... Generator Loss: 1.7375 Epoch 5/5... Batch 290... Discriminator Loss: 0.7161... Generator Loss: 1.3149 Epoch 5/5... Batch 300... Discriminator Loss: 1.1948... Generator Loss: 0.6921
Epoch 5/5... Batch 310... Discriminator Loss: 0.6290... Generator Loss: 1.5103 Epoch 5/5... Batch 320... Discriminator Loss: 0.7886... Generator Loss: 1.2415 Epoch 5/5... Batch 330... Discriminator Loss: 0.6995... Generator Loss: 1.3908 Epoch 5/5... Batch 340... Discriminator Loss: 0.7651... Generator Loss: 1.2068 Epoch 5/5... Batch 350... Discriminator Loss: 0.8184... Generator Loss: 1.3148 Epoch 5/5... Batch 360... Discriminator Loss: 1.3554... Generator Loss: 0.5895 Epoch 5/5... Batch 370... Discriminator Loss: 0.7559... Generator Loss: 1.2153 Epoch 5/5... Batch 380... Discriminator Loss: 0.7106... Generator Loss: 1.3517 Epoch 5/5... Batch 390... Discriminator Loss: 0.4670... Generator Loss: 2.5632 Epoch 5/5... Batch 400... Discriminator Loss: 0.7288... Generator Loss: 1.4266
Epoch 5/5... Batch 410... Discriminator Loss: 0.9804... Generator Loss: 0.9503 Epoch 5/5... Batch 420... Discriminator Loss: 0.5630... Generator Loss: 1.8361 Epoch 5/5... Batch 430... Discriminator Loss: 0.5650... Generator Loss: 1.9021 Epoch 5/5... Batch 440... Discriminator Loss: 1.4483... Generator Loss: 0.5580 Epoch 5/5... Batch 450... Discriminator Loss: 0.5254... Generator Loss: 1.9909 Epoch 5/5... Batch 460... Discriminator Loss: 0.7986... Generator Loss: 1.1248 Epoch 5/5... Batch 470... Discriminator Loss: 0.7237... Generator Loss: 1.3267 Epoch 5/5... Batch 480... Discriminator Loss: 0.6449... Generator Loss: 1.5863 Epoch 5/5... Batch 490... Discriminator Loss: 2.9665... Generator Loss: 4.8228 Epoch 5/5... Batch 500... Discriminator Loss: 0.6127... Generator Loss: 1.7881
Epoch 5/5... Batch 510... Discriminator Loss: 0.6500... Generator Loss: 2.2870 Epoch 5/5... Batch 520... Discriminator Loss: 0.6316... Generator Loss: 1.6356 Epoch 5/5... Batch 530... Discriminator Loss: 0.6549... Generator Loss: 1.4204 Epoch 5/5... Batch 540... Discriminator Loss: 1.0886... Generator Loss: 0.7902 Epoch 5/5... Batch 550... Discriminator Loss: 0.6449... Generator Loss: 1.5442 Epoch 5/5... Batch 560... Discriminator Loss: 1.9617... Generator Loss: 3.8107 Epoch 5/5... Batch 570... Discriminator Loss: 0.7294... Generator Loss: 1.3440 Epoch 5/5... Batch 580... Discriminator Loss: 0.6406... Generator Loss: 1.9894 Epoch 5/5... Batch 590... Discriminator Loss: 0.6415... Generator Loss: 1.5990 Epoch 5/5... Batch 600... Discriminator Loss: 0.8610... Generator Loss: 1.0375
Epoch 5/5... Batch 610... Discriminator Loss: 0.6594... Generator Loss: 1.4570 Epoch 5/5... Batch 620... Discriminator Loss: 0.7618... Generator Loss: 1.2464 Epoch 5/5... Batch 630... Discriminator Loss: 0.5698... Generator Loss: 1.8193 Epoch 5/5... Batch 640... Discriminator Loss: 0.9508... Generator Loss: 1.0535 Epoch 5/5... Batch 650... Discriminator Loss: 0.8163... Generator Loss: 1.1781 Epoch 5/5... Batch 660... Discriminator Loss: 0.7217... Generator Loss: 1.3218 Epoch 5/5... Batch 670... Discriminator Loss: 1.0674... Generator Loss: 0.7225 Epoch 5/5... Batch 680... Discriminator Loss: 0.9378... Generator Loss: 0.9258 Epoch 5/5... Batch 690... Discriminator Loss: 0.5327... Generator Loss: 1.9117 Epoch 5/5... Batch 700... Discriminator Loss: 0.7151... Generator Loss: 1.4125
Epoch 5/5... Batch 710... Discriminator Loss: 0.8154... Generator Loss: 1.1516 Epoch 5/5... Batch 720... Discriminator Loss: 0.6192... Generator Loss: 1.5113 Epoch 5/5... Batch 730... Discriminator Loss: 0.5465... Generator Loss: 1.9727 Epoch 5/5... Batch 740... Discriminator Loss: 0.5646... Generator Loss: 1.7266 Epoch 5/5... Batch 750... Discriminator Loss: 0.5908... Generator Loss: 2.3436 Epoch 5/5... Batch 760... Discriminator Loss: 0.6276... Generator Loss: 1.7035 Epoch 5/5... Batch 770... Discriminator Loss: 2.1715... Generator Loss: 0.3816 Epoch 5/5... Batch 780... Discriminator Loss: 0.9476... Generator Loss: 0.9431 Epoch 5/5... Batch 790... Discriminator Loss: 0.9617... Generator Loss: 0.9677 Epoch 5/5... Batch 800... Discriminator Loss: 0.9186... Generator Loss: 1.0577
Epoch 5/5... Batch 810... Discriminator Loss: 0.5698... Generator Loss: 1.7686 Epoch 5/5... Batch 820... Discriminator Loss: 0.7099... Generator Loss: 1.4114 Epoch 5/5... Batch 830... Discriminator Loss: 0.5681... Generator Loss: 1.9049 Epoch 5/5... Batch 840... Discriminator Loss: 0.5917... Generator Loss: 1.7415 Epoch 5/5... Batch 850... Discriminator Loss: 0.4664... Generator Loss: 2.3676 Epoch 5/5... Batch 860... Discriminator Loss: 0.6818... Generator Loss: 2.3722 Epoch 5/5... Batch 870... Discriminator Loss: 0.9507... Generator Loss: 1.0740 Epoch 5/5... Batch 880... Discriminator Loss: 1.0055... Generator Loss: 0.9390 Epoch 5/5... Batch 890... Discriminator Loss: 0.5193... Generator Loss: 2.0220 Epoch 5/5... Batch 900... Discriminator Loss: 0.7838... Generator Loss: 1.1543
Epoch 5/5... Batch 910... Discriminator Loss: 0.5976... Generator Loss: 1.8469 Epoch 5/5... Batch 920... Discriminator Loss: 1.6302... Generator Loss: 0.5472 Epoch 5/5... Batch 930... Discriminator Loss: 1.8672... Generator Loss: 0.4238 Epoch 5/5... Batch 940... Discriminator Loss: 0.8646... Generator Loss: 1.0545 Epoch 5/5... Batch 950... Discriminator Loss: 0.8922... Generator Loss: 1.0782 Epoch 5/5... Batch 960... Discriminator Loss: 0.6702... Generator Loss: 1.4403 Epoch 5/5... Batch 970... Discriminator Loss: 0.6137... Generator Loss: 1.6140 Epoch 5/5... Batch 980... Discriminator Loss: 0.6859... Generator Loss: 1.3680 Epoch 5/5... Batch 990... Discriminator Loss: 0.7635... Generator Loss: 1.2833 Epoch 5/5... Batch 1000... Discriminator Loss: 0.6060... Generator Loss: 1.6014
Epoch 5/5... Batch 1010... Discriminator Loss: 0.7094... Generator Loss: 1.2660 Epoch 5/5... Batch 1020... Discriminator Loss: 1.0275... Generator Loss: 2.5818 Epoch 5/5... Batch 1030... Discriminator Loss: 0.7238... Generator Loss: 1.3321 Epoch 5/5... Batch 1040... Discriminator Loss: 0.8546... Generator Loss: 1.0826 Epoch 5/5... Batch 1050... Discriminator Loss: 0.5306... Generator Loss: 2.1401 Epoch 5/5... Batch 1060... Discriminator Loss: 0.6647... Generator Loss: 1.4816 Epoch 5/5... Batch 1070... Discriminator Loss: 0.5320... Generator Loss: 1.9305 Epoch 5/5... Batch 1080... Discriminator Loss: 0.8583... Generator Loss: 1.0462 Epoch 5/5... Batch 1090... Discriminator Loss: 0.7724... Generator Loss: 1.1805 Epoch 5/5... Batch 1100... Discriminator Loss: 0.6093... Generator Loss: 1.6195
Epoch 5/5... Batch 1110... Discriminator Loss: 1.2717... Generator Loss: 0.7165 Epoch 5/5... Batch 1120... Discriminator Loss: 0.6034... Generator Loss: 2.7782 Epoch 5/5... Batch 1130... Discriminator Loss: 0.5046... Generator Loss: 2.0701 Epoch 5/5... Batch 1140... Discriminator Loss: 0.7295... Generator Loss: 1.2741 Epoch 5/5... Batch 1150... Discriminator Loss: 0.5449... Generator Loss: 2.0838 Epoch 5/5... Batch 1160... Discriminator Loss: 0.7631... Generator Loss: 1.2622 Epoch 5/5... Batch 1170... Discriminator Loss: 1.2951... Generator Loss: 0.6770 Epoch 5/5... Batch 1180... Discriminator Loss: 0.7759... Generator Loss: 1.2061 Epoch 5/5... Batch 1190... Discriminator Loss: 0.5657... Generator Loss: 1.8314 Epoch 5/5... Batch 1200... Discriminator Loss: 0.8738... Generator Loss: 1.0667
Epoch 5/5... Batch 1210... Discriminator Loss: 0.6739... Generator Loss: 1.4091 Epoch 5/5... Batch 1220... Discriminator Loss: 0.9856... Generator Loss: 0.8218 Epoch 5/5... Batch 1230... Discriminator Loss: 0.8068... Generator Loss: 1.1637 Epoch 5/5... Batch 1240... Discriminator Loss: 0.7712... Generator Loss: 1.2876 Epoch 5/5... Batch 1250... Discriminator Loss: 1.7030... Generator Loss: 0.4858 Epoch 5/5... Batch 1260... Discriminator Loss: 0.6961... Generator Loss: 1.3773 Epoch 5/5... Batch 1270... Discriminator Loss: 1.6886... Generator Loss: 0.4128 Epoch 5/5... Batch 1280... Discriminator Loss: 0.4276... Generator Loss: 2.6538 Epoch 5/5... Batch 1290... Discriminator Loss: 0.6372... Generator Loss: 1.4969 Epoch 5/5... Batch 1300... Discriminator Loss: 0.8784... Generator Loss: 1.0779
Epoch 5/5... Batch 1310... Discriminator Loss: 1.0133... Generator Loss: 1.1702 Epoch 5/5... Batch 1320... Discriminator Loss: 0.9964... Generator Loss: 0.8867 Epoch 5/5... Batch 1330... Discriminator Loss: 0.6944... Generator Loss: 1.3620 Epoch 5/5... Batch 1340... Discriminator Loss: 0.7514... Generator Loss: 1.2918 Epoch 5/5... Batch 1350... Discriminator Loss: 0.6569... Generator Loss: 1.5798 Epoch 5/5... Batch 1360... Discriminator Loss: 2.7796... Generator Loss: 0.2374 Epoch 5/5... Batch 1370... Discriminator Loss: 0.6090... Generator Loss: 1.6933 Epoch 5/5... Batch 1380... Discriminator Loss: 0.5858... Generator Loss: 1.7203 Epoch 5/5... Batch 1390... Discriminator Loss: 1.0955... Generator Loss: 0.8049 Epoch 5/5... Batch 1400... Discriminator Loss: 1.0261... Generator Loss: 0.8693
Epoch 5/5... Batch 1410... Discriminator Loss: 0.7761... Generator Loss: 1.2121 Epoch 5/5... Batch 1420... Discriminator Loss: 1.4651... Generator Loss: 0.6093 Epoch 5/5... Batch 1430... Discriminator Loss: 0.8324... Generator Loss: 1.1842 Epoch 5/5... Batch 1440... Discriminator Loss: 0.7742... Generator Loss: 1.1356 Epoch 5/5... Batch 1450... Discriminator Loss: 0.7285... Generator Loss: 1.2712 Epoch 5/5... Batch 1460... Discriminator Loss: 0.5609... Generator Loss: 2.0561 Epoch 5/5... Batch 1470... Discriminator Loss: 0.7397... Generator Loss: 1.2101 Epoch 5/5... Batch 1480... Discriminator Loss: 0.6975... Generator Loss: 1.5717 Epoch 5/5... Batch 1490... Discriminator Loss: 1.1084... Generator Loss: 0.7647 Epoch 5/5... Batch 1500... Discriminator Loss: 0.5858... Generator Loss: 1.7115
Epoch 5/5... Batch 1510... Discriminator Loss: 1.0738... Generator Loss: 0.9242 Epoch 5/5... Batch 1520... Discriminator Loss: 0.7445... Generator Loss: 1.2407 Epoch 5/5... Batch 1530... Discriminator Loss: 0.8842... Generator Loss: 3.1320 Epoch 5/5... Batch 1540... Discriminator Loss: 0.6087... Generator Loss: 1.5995 Epoch 5/5... Batch 1550... Discriminator Loss: 0.5868... Generator Loss: 1.7141 Epoch 5/5... Batch 1560... Discriminator Loss: 0.7947... Generator Loss: 1.2137 Epoch 5/5... Batch 1570... Discriminator Loss: 0.4776... Generator Loss: 2.2437 Epoch 5/5... Batch 1580... Discriminator Loss: 0.6777... Generator Loss: 1.3814 Epoch 5/5... Batch 1590... Discriminator Loss: 0.7312... Generator Loss: 1.2847 Epoch 5/5... Batch 1600... Discriminator Loss: 0.5511... Generator Loss: 1.9124
Epoch 5/5... Batch 1610... Discriminator Loss: 0.6668... Generator Loss: 1.4443 Epoch 5/5... Batch 1620... Discriminator Loss: 1.2484... Generator Loss: 0.6864 Epoch 5/5... Batch 1630... Discriminator Loss: 0.8247... Generator Loss: 2.6636 Epoch 5/5... Batch 1640... Discriminator Loss: 0.9715... Generator Loss: 1.1000 Epoch 5/5... Batch 1650... Discriminator Loss: 0.6804... Generator Loss: 1.3784 Epoch 5/5... Batch 1660... Discriminator Loss: 0.5004... Generator Loss: 2.2181 Epoch 5/5... Batch 1670... Discriminator Loss: 0.8923... Generator Loss: 1.0992 Epoch 5/5... Batch 1680... Discriminator Loss: 0.6798... Generator Loss: 1.8985 Epoch 5/5... Batch 1690... Discriminator Loss: 1.5852... Generator Loss: 0.6903 Epoch 5/5... Batch 1700... Discriminator Loss: 1.4329... Generator Loss: 0.5743
Epoch 5/5... Batch 1710... Discriminator Loss: 0.4665... Generator Loss: 2.3227 Epoch 5/5... Batch 1720... Discriminator Loss: 2.0336... Generator Loss: 0.6851 Epoch 5/5... Batch 1730... Discriminator Loss: 1.6860... Generator Loss: 0.6777 Epoch 5/5... Batch 1740... Discriminator Loss: 0.7585... Generator Loss: 2.0509 Epoch 5/5... Batch 1750... Discriminator Loss: 0.8739... Generator Loss: 1.1037 Epoch 5/5... Batch 1760... Discriminator Loss: 1.2829... Generator Loss: 0.7314 Epoch 5/5... Batch 1770... Discriminator Loss: 0.9743... Generator Loss: 0.8933 Epoch 5/5... Batch 1780... Discriminator Loss: 1.0418... Generator Loss: 0.8927 Epoch 5/5... Batch 1790... Discriminator Loss: 0.7674... Generator Loss: 1.2482 Epoch 5/5... Batch 1800... Discriminator Loss: 0.5106... Generator Loss: 2.1845
Epoch 5/5... Batch 1810... Discriminator Loss: 0.4781... Generator Loss: 2.3314 Epoch 5/5... Batch 1820... Discriminator Loss: 0.8012... Generator Loss: 1.1777 Epoch 5/5... Batch 1830... Discriminator Loss: 1.3244... Generator Loss: 0.5885 Epoch 5/5... Batch 1840... Discriminator Loss: 0.6361... Generator Loss: 1.9234 Epoch 5/5... Batch 1850... Discriminator Loss: 0.8067... Generator Loss: 1.2499 Epoch 5/5... Batch 1860... Discriminator Loss: 1.2517... Generator Loss: 0.6896 Epoch 5/5... Batch 1870... Discriminator Loss: 0.6396... Generator Loss: 1.5507
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.1
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/2... Batch 10... Discriminator Loss: 4.9688... Generator Loss: 0.0149 Epoch 1/2... Batch 20... Discriminator Loss: 5.6123... Generator Loss: 0.0074 Epoch 1/2... Batch 30... Discriminator Loss: 3.1060... Generator Loss: 0.0828 Epoch 1/2... Batch 40... Discriminator Loss: 2.4479... Generator Loss: 0.1956 Epoch 1/2... Batch 50... Discriminator Loss: 1.6389... Generator Loss: 0.4734 Epoch 1/2... Batch 60... Discriminator Loss: 1.6807... Generator Loss: 1.2218 Epoch 1/2... Batch 70... Discriminator Loss: 1.5885... Generator Loss: 1.1081 Epoch 1/2... Batch 80... Discriminator Loss: 1.7634... Generator Loss: 1.0323 Epoch 1/2... Batch 90... Discriminator Loss: 1.7413... Generator Loss: 0.8534 Epoch 1/2... Batch 100... Discriminator Loss: 2.2495... Generator Loss: 0.1760
Epoch 1/2... Batch 110... Discriminator Loss: 2.0090... Generator Loss: 0.2450 Epoch 1/2... Batch 120... Discriminator Loss: 1.9015... Generator Loss: 0.2585 Epoch 1/2... Batch 130... Discriminator Loss: 1.7732... Generator Loss: 0.4197 Epoch 1/2... Batch 140... Discriminator Loss: 1.8760... Generator Loss: 1.5388 Epoch 1/2... Batch 150... Discriminator Loss: 1.4628... Generator Loss: 0.8939 Epoch 1/2... Batch 160... Discriminator Loss: 1.9761... Generator Loss: 0.2350 Epoch 1/2... Batch 170... Discriminator Loss: 1.9589... Generator Loss: 0.3395 Epoch 1/2... Batch 180... Discriminator Loss: 2.1668... Generator Loss: 0.2153 Epoch 1/2... Batch 190... Discriminator Loss: 1.5068... Generator Loss: 0.6701 Epoch 1/2... Batch 200... Discriminator Loss: 1.4018... Generator Loss: 1.1578
Epoch 1/2... Batch 210... Discriminator Loss: 1.2965... Generator Loss: 0.7136 Epoch 1/2... Batch 220... Discriminator Loss: 1.4975... Generator Loss: 0.4247 Epoch 1/2... Batch 230... Discriminator Loss: 2.2740... Generator Loss: 0.1752 Epoch 1/2... Batch 240... Discriminator Loss: 1.5926... Generator Loss: 0.8391 Epoch 1/2... Batch 250... Discriminator Loss: 1.3248... Generator Loss: 1.7143 Epoch 1/2... Batch 260... Discriminator Loss: 1.3954... Generator Loss: 1.1871 Epoch 1/2... Batch 270... Discriminator Loss: 1.6450... Generator Loss: 1.3027 Epoch 1/2... Batch 280... Discriminator Loss: 1.5408... Generator Loss: 1.3196 Epoch 1/2... Batch 290... Discriminator Loss: 1.5542... Generator Loss: 0.5545 Epoch 1/2... Batch 300... Discriminator Loss: 1.6442... Generator Loss: 0.7698
Epoch 1/2... Batch 310... Discriminator Loss: 1.6163... Generator Loss: 0.4553 Epoch 1/2... Batch 320... Discriminator Loss: 1.7701... Generator Loss: 0.3197 Epoch 1/2... Batch 330... Discriminator Loss: 1.5829... Generator Loss: 0.5430 Epoch 1/2... Batch 340... Discriminator Loss: 1.5302... Generator Loss: 0.4975 Epoch 1/2... Batch 350... Discriminator Loss: 1.4370... Generator Loss: 0.5149 Epoch 1/2... Batch 360... Discriminator Loss: 1.5814... Generator Loss: 0.4335 Epoch 1/2... Batch 370... Discriminator Loss: 1.6202... Generator Loss: 0.4280 Epoch 1/2... Batch 380... Discriminator Loss: 1.6596... Generator Loss: 0.3667 Epoch 1/2... Batch 390... Discriminator Loss: 1.3399... Generator Loss: 0.8689 Epoch 1/2... Batch 400... Discriminator Loss: 1.3569... Generator Loss: 1.1003
Epoch 1/2... Batch 410... Discriminator Loss: 1.4213... Generator Loss: 0.5130 Epoch 1/2... Batch 420... Discriminator Loss: 1.7484... Generator Loss: 0.3234 Epoch 1/2... Batch 430... Discriminator Loss: 1.5780... Generator Loss: 0.4421 Epoch 1/2... Batch 440... Discriminator Loss: 1.2844... Generator Loss: 1.1436 Epoch 1/2... Batch 450... Discriminator Loss: 1.3149... Generator Loss: 0.9613 Epoch 1/2... Batch 460... Discriminator Loss: 1.5986... Generator Loss: 0.4002 Epoch 1/2... Batch 470... Discriminator Loss: 1.9749... Generator Loss: 0.2846 Epoch 1/2... Batch 480... Discriminator Loss: 1.5733... Generator Loss: 0.4557 Epoch 1/2... Batch 490... Discriminator Loss: 1.3212... Generator Loss: 0.9938 Epoch 1/2... Batch 500... Discriminator Loss: 1.9528... Generator Loss: 0.2503
Epoch 1/2... Batch 510... Discriminator Loss: 1.3977... Generator Loss: 0.5564 Epoch 1/2... Batch 520... Discriminator Loss: 1.2610... Generator Loss: 1.1234 Epoch 1/2... Batch 530... Discriminator Loss: 1.5183... Generator Loss: 0.7819 Epoch 1/2... Batch 540... Discriminator Loss: 1.1301... Generator Loss: 1.1210 Epoch 1/2... Batch 550... Discriminator Loss: 1.4492... Generator Loss: 0.8471 Epoch 1/2... Batch 560... Discriminator Loss: 1.3044... Generator Loss: 1.7408 Epoch 1/2... Batch 570... Discriminator Loss: 1.1688... Generator Loss: 1.3898 Epoch 1/2... Batch 580... Discriminator Loss: 1.5199... Generator Loss: 0.7569 Epoch 1/2... Batch 590... Discriminator Loss: 1.9449... Generator Loss: 1.9607 Epoch 1/2... Batch 600... Discriminator Loss: 1.0131... Generator Loss: 1.7976
Epoch 1/2... Batch 610... Discriminator Loss: 0.8703... Generator Loss: 1.4087 Epoch 1/2... Batch 620... Discriminator Loss: 1.3270... Generator Loss: 1.5564 Epoch 1/2... Batch 630... Discriminator Loss: 1.4061... Generator Loss: 1.3606 Epoch 1/2... Batch 640... Discriminator Loss: 1.2586... Generator Loss: 0.6188 Epoch 1/2... Batch 650... Discriminator Loss: 1.2881... Generator Loss: 1.2718 Epoch 1/2... Batch 660... Discriminator Loss: 1.0623... Generator Loss: 1.4423 Epoch 1/2... Batch 670... Discriminator Loss: 1.6688... Generator Loss: 1.0521 Epoch 1/2... Batch 680... Discriminator Loss: 1.1327... Generator Loss: 1.4349 Epoch 1/2... Batch 690... Discriminator Loss: 1.2098... Generator Loss: 1.8257 Epoch 1/2... Batch 700... Discriminator Loss: 1.1277... Generator Loss: 1.6647
Epoch 1/2... Batch 710... Discriminator Loss: 0.8229... Generator Loss: 2.1453 Epoch 1/2... Batch 720... Discriminator Loss: 0.9013... Generator Loss: 1.1667 Epoch 1/2... Batch 730... Discriminator Loss: 1.3797... Generator Loss: 1.2350 Epoch 1/2... Batch 740... Discriminator Loss: 1.3780... Generator Loss: 0.4949 Epoch 1/2... Batch 750... Discriminator Loss: 1.2540... Generator Loss: 0.5514 Epoch 1/2... Batch 760... Discriminator Loss: 1.7165... Generator Loss: 0.3586 Epoch 1/2... Batch 770... Discriminator Loss: 1.4531... Generator Loss: 0.4495 Epoch 1/2... Batch 780... Discriminator Loss: 1.2786... Generator Loss: 0.5329 Epoch 1/2... Batch 790... Discriminator Loss: 0.6676... Generator Loss: 1.5933 Epoch 1/2... Batch 800... Discriminator Loss: 1.1439... Generator Loss: 0.7292
Epoch 1/2... Batch 810... Discriminator Loss: 1.3545... Generator Loss: 0.4932 Epoch 1/2... Batch 820... Discriminator Loss: 0.8983... Generator Loss: 0.9335 Epoch 1/2... Batch 830... Discriminator Loss: 1.1653... Generator Loss: 4.1377 Epoch 1/2... Batch 840... Discriminator Loss: 0.6066... Generator Loss: 1.6298 Epoch 1/2... Batch 850... Discriminator Loss: 0.8323... Generator Loss: 3.3956 Epoch 1/2... Batch 860... Discriminator Loss: 0.6802... Generator Loss: 1.4249 Epoch 1/2... Batch 870... Discriminator Loss: 0.9087... Generator Loss: 0.9274 Epoch 1/2... Batch 880... Discriminator Loss: 0.8240... Generator Loss: 0.9938 Epoch 1/2... Batch 890... Discriminator Loss: 0.5803... Generator Loss: 1.7268 Epoch 1/2... Batch 900... Discriminator Loss: 0.7106... Generator Loss: 1.3588
Epoch 1/2... Batch 910... Discriminator Loss: 1.3487... Generator Loss: 4.0272 Epoch 1/2... Batch 920... Discriminator Loss: 0.7600... Generator Loss: 1.1462 Epoch 1/2... Batch 930... Discriminator Loss: 0.7432... Generator Loss: 3.5183 Epoch 1/2... Batch 940... Discriminator Loss: 0.4619... Generator Loss: 2.4710 Epoch 1/2... Batch 950... Discriminator Loss: 0.4761... Generator Loss: 3.4845 Epoch 1/2... Batch 960... Discriminator Loss: 0.7934... Generator Loss: 1.2129 Epoch 1/2... Batch 970... Discriminator Loss: 0.6208... Generator Loss: 1.4532 Epoch 1/2... Batch 980... Discriminator Loss: 1.5419... Generator Loss: 3.8899 Epoch 1/2... Batch 990... Discriminator Loss: 0.9759... Generator Loss: 1.3178 Epoch 1/2... Batch 1000... Discriminator Loss: 0.6769... Generator Loss: 1.4925
Epoch 1/2... Batch 1010... Discriminator Loss: 0.7584... Generator Loss: 1.1273 Epoch 1/2... Batch 1020... Discriminator Loss: 0.4991... Generator Loss: 2.0002 Epoch 1/2... Batch 1030... Discriminator Loss: 1.5131... Generator Loss: 0.4442 Epoch 1/2... Batch 1040... Discriminator Loss: 1.0292... Generator Loss: 0.8021 Epoch 1/2... Batch 1050... Discriminator Loss: 0.3879... Generator Loss: 3.3406 Epoch 1/2... Batch 1060... Discriminator Loss: 0.6617... Generator Loss: 1.4785 Epoch 1/2... Batch 1070... Discriminator Loss: 0.6060... Generator Loss: 4.5019 Epoch 1/2... Batch 1080... Discriminator Loss: 0.8305... Generator Loss: 1.0040 Epoch 1/2... Batch 1090... Discriminator Loss: 0.5747... Generator Loss: 1.7420 Epoch 1/2... Batch 1100... Discriminator Loss: 0.4124... Generator Loss: 4.0632
Epoch 1/2... Batch 1110... Discriminator Loss: 0.4813... Generator Loss: 2.4569 Epoch 1/2... Batch 1120... Discriminator Loss: 0.4225... Generator Loss: 3.1624 Epoch 1/2... Batch 1130... Discriminator Loss: 1.5427... Generator Loss: 0.3906 Epoch 1/2... Batch 1140... Discriminator Loss: 0.6214... Generator Loss: 1.5742 Epoch 1/2... Batch 1150... Discriminator Loss: 0.6426... Generator Loss: 1.4732 Epoch 1/2... Batch 1160... Discriminator Loss: 0.6839... Generator Loss: 2.4601 Epoch 1/2... Batch 1170... Discriminator Loss: 0.4982... Generator Loss: 3.8597 Epoch 1/2... Batch 1180... Discriminator Loss: 0.4333... Generator Loss: 2.8878 Epoch 1/2... Batch 1190... Discriminator Loss: 0.5899... Generator Loss: 1.6017 Epoch 1/2... Batch 1200... Discriminator Loss: 0.4648... Generator Loss: 4.1875
Epoch 1/2... Batch 1210... Discriminator Loss: 0.8471... Generator Loss: 1.0115 Epoch 1/2... Batch 1220... Discriminator Loss: 0.4570... Generator Loss: 2.5139 Epoch 1/2... Batch 1230... Discriminator Loss: 0.4089... Generator Loss: 3.2260 Epoch 1/2... Batch 1240... Discriminator Loss: 1.9486... Generator Loss: 4.0536 Epoch 1/2... Batch 1250... Discriminator Loss: 0.4690... Generator Loss: 3.8217 Epoch 1/2... Batch 1260... Discriminator Loss: 0.8426... Generator Loss: 0.9922 Epoch 1/2... Batch 1270... Discriminator Loss: 0.6866... Generator Loss: 2.7610 Epoch 1/2... Batch 1280... Discriminator Loss: 0.5655... Generator Loss: 4.2265 Epoch 1/2... Batch 1290... Discriminator Loss: 1.3192... Generator Loss: 3.1297 Epoch 1/2... Batch 1300... Discriminator Loss: 0.9311... Generator Loss: 3.4514
Epoch 1/2... Batch 1310... Discriminator Loss: 0.3934... Generator Loss: 4.1436 Epoch 1/2... Batch 1320... Discriminator Loss: 1.2734... Generator Loss: 0.6075 Epoch 1/2... Batch 1330... Discriminator Loss: 0.9514... Generator Loss: 0.9191 Epoch 1/2... Batch 1340... Discriminator Loss: 1.0132... Generator Loss: 0.7800 Epoch 1/2... Batch 1350... Discriminator Loss: 0.7887... Generator Loss: 1.1368 Epoch 1/2... Batch 1360... Discriminator Loss: 1.1868... Generator Loss: 3.1962 Epoch 1/2... Batch 1370... Discriminator Loss: 1.6698... Generator Loss: 0.3462 Epoch 1/2... Batch 1380... Discriminator Loss: 0.7210... Generator Loss: 1.3254 Epoch 1/2... Batch 1390... Discriminator Loss: 0.4810... Generator Loss: 2.3723 Epoch 1/2... Batch 1400... Discriminator Loss: 0.5507... Generator Loss: 1.8480
Epoch 1/2... Batch 1410... Discriminator Loss: 0.7681... Generator Loss: 4.1778 Epoch 1/2... Batch 1420... Discriminator Loss: 0.5931... Generator Loss: 1.8764 Epoch 1/2... Batch 1430... Discriminator Loss: 0.5183... Generator Loss: 2.0566 Epoch 1/2... Batch 1440... Discriminator Loss: 0.5030... Generator Loss: 2.0193 Epoch 1/2... Batch 1450... Discriminator Loss: 0.6595... Generator Loss: 1.5486 Epoch 1/2... Batch 1460... Discriminator Loss: 0.4878... Generator Loss: 2.2933 Epoch 1/2... Batch 1470... Discriminator Loss: 0.6452... Generator Loss: 1.5789 Epoch 1/2... Batch 1480... Discriminator Loss: 0.8428... Generator Loss: 1.3467 Epoch 1/2... Batch 1490... Discriminator Loss: 0.8834... Generator Loss: 2.9488 Epoch 1/2... Batch 1500... Discriminator Loss: 0.6179... Generator Loss: 4.8801
Epoch 1/2... Batch 1510... Discriminator Loss: 0.5919... Generator Loss: 1.7441 Epoch 1/2... Batch 1520... Discriminator Loss: 0.5248... Generator Loss: 1.9795 Epoch 1/2... Batch 1530... Discriminator Loss: 1.2683... Generator Loss: 0.5626 Epoch 1/2... Batch 1540... Discriminator Loss: 0.5684... Generator Loss: 2.1934 Epoch 1/2... Batch 1550... Discriminator Loss: 0.7100... Generator Loss: 3.9390 Epoch 1/2... Batch 1560... Discriminator Loss: 0.6258... Generator Loss: 3.7058 Epoch 1/2... Batch 1570... Discriminator Loss: 0.3755... Generator Loss: 3.6864 Epoch 1/2... Batch 1580... Discriminator Loss: 0.4302... Generator Loss: 2.6101 Epoch 1/2... Batch 1590... Discriminator Loss: 0.4719... Generator Loss: 2.7305 Epoch 1/2... Batch 1600... Discriminator Loss: 0.8203... Generator Loss: 2.8881
Epoch 1/2... Batch 1610... Discriminator Loss: 1.1959... Generator Loss: 0.6614 Epoch 1/2... Batch 1620... Discriminator Loss: 0.7103... Generator Loss: 1.3737 Epoch 1/2... Batch 1630... Discriminator Loss: 0.5457... Generator Loss: 2.5980 Epoch 1/2... Batch 1640... Discriminator Loss: 0.4150... Generator Loss: 3.3490 Epoch 1/2... Batch 1650... Discriminator Loss: 0.9009... Generator Loss: 0.9429 Epoch 1/2... Batch 1660... Discriminator Loss: 0.6239... Generator Loss: 4.2083 Epoch 1/2... Batch 1670... Discriminator Loss: 0.5195... Generator Loss: 3.3747 Epoch 1/2... Batch 1680... Discriminator Loss: 1.1834... Generator Loss: 0.6435 Epoch 1/2... Batch 1690... Discriminator Loss: 0.4585... Generator Loss: 2.6190 Epoch 1/2... Batch 1700... Discriminator Loss: 0.5279... Generator Loss: 1.9034
Epoch 1/2... Batch 1710... Discriminator Loss: 0.4913... Generator Loss: 2.4065 Epoch 1/2... Batch 1720... Discriminator Loss: 0.6396... Generator Loss: 2.3172 Epoch 1/2... Batch 1730... Discriminator Loss: 0.8921... Generator Loss: 4.1869 Epoch 1/2... Batch 1740... Discriminator Loss: 0.4912... Generator Loss: 3.7144 Epoch 1/2... Batch 1750... Discriminator Loss: 0.5822... Generator Loss: 1.6603 Epoch 1/2... Batch 1760... Discriminator Loss: 0.6420... Generator Loss: 4.6526 Epoch 1/2... Batch 1770... Discriminator Loss: 0.4298... Generator Loss: 2.9529 Epoch 1/2... Batch 1780... Discriminator Loss: 0.4200... Generator Loss: 2.8593 Epoch 1/2... Batch 1790... Discriminator Loss: 0.6986... Generator Loss: 1.3343 Epoch 1/2... Batch 1800... Discriminator Loss: 0.6781... Generator Loss: 1.3712
Epoch 1/2... Batch 1810... Discriminator Loss: 0.5267... Generator Loss: 1.9404 Epoch 1/2... Batch 1820... Discriminator Loss: 0.3696... Generator Loss: 3.5381 Epoch 1/2... Batch 1830... Discriminator Loss: 1.3062... Generator Loss: 0.5483 Epoch 1/2... Batch 1840... Discriminator Loss: 0.4850... Generator Loss: 3.7137 Epoch 1/2... Batch 1850... Discriminator Loss: 0.8881... Generator Loss: 3.6234 Epoch 1/2... Batch 1860... Discriminator Loss: 0.4116... Generator Loss: 4.1143 Epoch 1/2... Batch 1870... Discriminator Loss: 1.2105... Generator Loss: 0.6754 Epoch 1/2... Batch 1880... Discriminator Loss: 0.6219... Generator Loss: 1.5474 Epoch 1/2... Batch 1890... Discriminator Loss: 0.4273... Generator Loss: 3.9151 Epoch 1/2... Batch 1900... Discriminator Loss: 0.4980... Generator Loss: 3.5598
Epoch 1/2... Batch 1910... Discriminator Loss: 0.6388... Generator Loss: 2.6265 Epoch 1/2... Batch 1920... Discriminator Loss: 0.4621... Generator Loss: 2.4304 Epoch 1/2... Batch 1930... Discriminator Loss: 0.4658... Generator Loss: 2.3679 Epoch 1/2... Batch 1940... Discriminator Loss: 0.4619... Generator Loss: 2.4181 Epoch 1/2... Batch 1950... Discriminator Loss: 0.5308... Generator Loss: 1.9140 Epoch 1/2... Batch 1960... Discriminator Loss: 0.4319... Generator Loss: 2.7057 Epoch 1/2... Batch 1970... Discriminator Loss: 3.8573... Generator Loss: 4.5923 Epoch 1/2... Batch 1980... Discriminator Loss: 0.8481... Generator Loss: 1.1128 Epoch 1/2... Batch 1990... Discriminator Loss: 0.4356... Generator Loss: 4.5143 Epoch 1/2... Batch 2000... Discriminator Loss: 0.4986... Generator Loss: 4.0889
Epoch 1/2... Batch 2010... Discriminator Loss: 0.5624... Generator Loss: 1.8501 Epoch 1/2... Batch 2020... Discriminator Loss: 1.0999... Generator Loss: 0.7263 Epoch 1/2... Batch 2030... Discriminator Loss: 0.5015... Generator Loss: 2.1762 Epoch 1/2... Batch 2040... Discriminator Loss: 0.5212... Generator Loss: 1.9195 Epoch 1/2... Batch 2050... Discriminator Loss: 0.4549... Generator Loss: 3.0046 Epoch 1/2... Batch 2060... Discriminator Loss: 0.5524... Generator Loss: 2.6537 Epoch 1/2... Batch 2070... Discriminator Loss: 0.5885... Generator Loss: 3.4830 Epoch 1/2... Batch 2080... Discriminator Loss: 0.4202... Generator Loss: 4.6351 Epoch 1/2... Batch 2090... Discriminator Loss: 0.3725... Generator Loss: 4.2285 Epoch 1/2... Batch 2100... Discriminator Loss: 0.5948... Generator Loss: 1.8160
Epoch 1/2... Batch 2110... Discriminator Loss: 0.5896... Generator Loss: 3.8568 Epoch 1/2... Batch 2120... Discriminator Loss: 0.4581... Generator Loss: 2.6559 Epoch 1/2... Batch 2130... Discriminator Loss: 0.5037... Generator Loss: 2.1884 Epoch 1/2... Batch 2140... Discriminator Loss: 1.5128... Generator Loss: 0.4923 Epoch 1/2... Batch 2150... Discriminator Loss: 0.4551... Generator Loss: 2.8066 Epoch 1/2... Batch 2160... Discriminator Loss: 0.6633... Generator Loss: 1.4779 Epoch 1/2... Batch 2170... Discriminator Loss: 0.3709... Generator Loss: 4.0013 Epoch 1/2... Batch 2180... Discriminator Loss: 1.7199... Generator Loss: 3.6853 Epoch 1/2... Batch 2190... Discriminator Loss: 0.3724... Generator Loss: 4.0314 Epoch 1/2... Batch 2200... Discriminator Loss: 0.4256... Generator Loss: 2.7459
Epoch 1/2... Batch 2210... Discriminator Loss: 0.3880... Generator Loss: 3.5075 Epoch 1/2... Batch 2220... Discriminator Loss: 0.6573... Generator Loss: 1.4275 Epoch 1/2... Batch 2230... Discriminator Loss: 0.6785... Generator Loss: 5.9641 Epoch 1/2... Batch 2240... Discriminator Loss: 0.3732... Generator Loss: 3.6468 Epoch 1/2... Batch 2250... Discriminator Loss: 0.3769... Generator Loss: 4.9895 Epoch 1/2... Batch 2260... Discriminator Loss: 0.4336... Generator Loss: 4.5434 Epoch 1/2... Batch 2270... Discriminator Loss: 3.2448... Generator Loss: 4.1341 Epoch 1/2... Batch 2280... Discriminator Loss: 0.4419... Generator Loss: 2.6674 Epoch 1/2... Batch 2290... Discriminator Loss: 0.4331... Generator Loss: 3.9132 Epoch 1/2... Batch 2300... Discriminator Loss: 1.8153... Generator Loss: 0.4384
Epoch 1/2... Batch 2310... Discriminator Loss: 0.8794... Generator Loss: 2.7770 Epoch 1/2... Batch 2320... Discriminator Loss: 0.5421... Generator Loss: 2.1765 Epoch 1/2... Batch 2330... Discriminator Loss: 0.4572... Generator Loss: 3.7438 Epoch 1/2... Batch 2340... Discriminator Loss: 0.4999... Generator Loss: 3.7659 Epoch 1/2... Batch 2350... Discriminator Loss: 0.4474... Generator Loss: 3.4519 Epoch 1/2... Batch 2360... Discriminator Loss: 0.4885... Generator Loss: 3.5657 Epoch 1/2... Batch 2370... Discriminator Loss: 0.6514... Generator Loss: 4.2886 Epoch 1/2... Batch 2380... Discriminator Loss: 0.9988... Generator Loss: 2.8293 Epoch 1/2... Batch 2390... Discriminator Loss: 0.5184... Generator Loss: 2.9555 Epoch 1/2... Batch 2400... Discriminator Loss: 0.4041... Generator Loss: 3.2145
Epoch 1/2... Batch 2410... Discriminator Loss: 0.4636... Generator Loss: 2.2649 Epoch 1/2... Batch 2420... Discriminator Loss: 0.6139... Generator Loss: 1.6031 Epoch 1/2... Batch 2430... Discriminator Loss: 0.4512... Generator Loss: 2.9675 Epoch 1/2... Batch 2440... Discriminator Loss: 0.3722... Generator Loss: 3.5142 Epoch 1/2... Batch 2450... Discriminator Loss: 0.4406... Generator Loss: 4.2107 Epoch 1/2... Batch 2460... Discriminator Loss: 0.7699... Generator Loss: 4.1537 Epoch 1/2... Batch 2470... Discriminator Loss: 0.6599... Generator Loss: 2.6184 Epoch 1/2... Batch 2480... Discriminator Loss: 0.7720... Generator Loss: 3.1952 Epoch 1/2... Batch 2490... Discriminator Loss: 0.5311... Generator Loss: 2.4030 Epoch 1/2... Batch 2500... Discriminator Loss: 1.1257... Generator Loss: 0.6689
Epoch 1/2... Batch 2510... Discriminator Loss: 0.4032... Generator Loss: 2.8795 Epoch 1/2... Batch 2520... Discriminator Loss: 0.6223... Generator Loss: 1.5591 Epoch 1/2... Batch 2530... Discriminator Loss: 0.4074... Generator Loss: 2.9342 Epoch 1/2... Batch 2540... Discriminator Loss: 0.9747... Generator Loss: 4.3651 Epoch 1/2... Batch 2550... Discriminator Loss: 0.4168... Generator Loss: 3.3235 Epoch 1/2... Batch 2560... Discriminator Loss: 2.0898... Generator Loss: 0.2292 Epoch 1/2... Batch 2570... Discriminator Loss: 0.6862... Generator Loss: 1.6378 Epoch 1/2... Batch 2580... Discriminator Loss: 0.5422... Generator Loss: 3.5443 Epoch 1/2... Batch 2590... Discriminator Loss: 0.3851... Generator Loss: 3.3186 Epoch 1/2... Batch 2600... Discriminator Loss: 1.3087... Generator Loss: 4.0753
Epoch 1/2... Batch 2610... Discriminator Loss: 0.3745... Generator Loss: 3.8260 Epoch 1/2... Batch 2620... Discriminator Loss: 0.4849... Generator Loss: 3.5376 Epoch 1/2... Batch 2630... Discriminator Loss: 0.3769... Generator Loss: 4.5376 Epoch 1/2... Batch 2640... Discriminator Loss: 0.8139... Generator Loss: 5.2229 Epoch 1/2... Batch 2650... Discriminator Loss: 0.4175... Generator Loss: 3.2762 Epoch 1/2... Batch 2660... Discriminator Loss: 0.3897... Generator Loss: 3.7640 Epoch 1/2... Batch 2670... Discriminator Loss: 0.3563... Generator Loss: 4.1968 Epoch 1/2... Batch 2680... Discriminator Loss: 0.3649... Generator Loss: 3.8995 Epoch 1/2... Batch 2690... Discriminator Loss: 1.0886... Generator Loss: 2.7148 Epoch 1/2... Batch 2700... Discriminator Loss: 0.4479... Generator Loss: 3.1597
Epoch 1/2... Batch 2710... Discriminator Loss: 1.7768... Generator Loss: 3.3553 Epoch 1/2... Batch 2720... Discriminator Loss: 0.3879... Generator Loss: 3.1866 Epoch 1/2... Batch 2730... Discriminator Loss: 0.3854... Generator Loss: 3.4839 Epoch 1/2... Batch 2740... Discriminator Loss: 0.4739... Generator Loss: 5.2328 Epoch 1/2... Batch 2750... Discriminator Loss: 1.0559... Generator Loss: 4.7393 Epoch 1/2... Batch 2760... Discriminator Loss: 0.4190... Generator Loss: 3.9570 Epoch 1/2... Batch 2770... Discriminator Loss: 1.4593... Generator Loss: 5.1339 Epoch 1/2... Batch 2780... Discriminator Loss: 0.7057... Generator Loss: 1.6503 Epoch 1/2... Batch 2790... Discriminator Loss: 0.5288... Generator Loss: 1.9070 Epoch 1/2... Batch 2800... Discriminator Loss: 0.7042... Generator Loss: 1.3766
Epoch 1/2... Batch 2810... Discriminator Loss: 0.4057... Generator Loss: 3.2580 Epoch 1/2... Batch 2820... Discriminator Loss: 0.4487... Generator Loss: 3.3127 Epoch 1/2... Batch 2830... Discriminator Loss: 0.3638... Generator Loss: 3.9120 Epoch 1/2... Batch 2840... Discriminator Loss: 0.4308... Generator Loss: 2.7194 Epoch 1/2... Batch 2850... Discriminator Loss: 0.3839... Generator Loss: 3.5778 Epoch 1/2... Batch 2860... Discriminator Loss: 0.3596... Generator Loss: 4.0961 Epoch 1/2... Batch 2870... Discriminator Loss: 0.6311... Generator Loss: 1.9366 Epoch 1/2... Batch 2880... Discriminator Loss: 0.4250... Generator Loss: 2.9755 Epoch 1/2... Batch 2890... Discriminator Loss: 0.7641... Generator Loss: 2.9876 Epoch 1/2... Batch 2900... Discriminator Loss: 0.7997... Generator Loss: 1.1802
Epoch 1/2... Batch 2910... Discriminator Loss: 1.1710... Generator Loss: 3.3100 Epoch 1/2... Batch 2920... Discriminator Loss: 0.8346... Generator Loss: 1.2637 Epoch 1/2... Batch 2930... Discriminator Loss: 0.4015... Generator Loss: 3.0142 Epoch 1/2... Batch 2940... Discriminator Loss: 1.2556... Generator Loss: 5.1014 Epoch 1/2... Batch 2950... Discriminator Loss: 0.4030... Generator Loss: 3.6189 Epoch 1/2... Batch 2960... Discriminator Loss: 0.4342... Generator Loss: 3.0729 Epoch 1/2... Batch 2970... Discriminator Loss: 0.4014... Generator Loss: 2.8930 Epoch 1/2... Batch 2980... Discriminator Loss: 0.4486... Generator Loss: 4.4130 Epoch 1/2... Batch 2990... Discriminator Loss: 0.4631... Generator Loss: 4.6203 Epoch 1/2... Batch 3000... Discriminator Loss: 0.4258... Generator Loss: 3.8477
Epoch 1/2... Batch 3010... Discriminator Loss: 0.3434... Generator Loss: 4.7111 Epoch 1/2... Batch 3020... Discriminator Loss: 0.3991... Generator Loss: 3.1869 Epoch 1/2... Batch 3030... Discriminator Loss: 0.6685... Generator Loss: 4.9915 Epoch 1/2... Batch 3040... Discriminator Loss: 0.6698... Generator Loss: 2.7564 Epoch 1/2... Batch 3050... Discriminator Loss: 0.3591... Generator Loss: 4.3284 Epoch 1/2... Batch 3060... Discriminator Loss: 0.4895... Generator Loss: 4.1587 Epoch 1/2... Batch 3070... Discriminator Loss: 0.3919... Generator Loss: 3.8200 Epoch 1/2... Batch 3080... Discriminator Loss: 0.3601... Generator Loss: 3.9596 Epoch 1/2... Batch 3090... Discriminator Loss: 0.6220... Generator Loss: 1.6755 Epoch 1/2... Batch 3100... Discriminator Loss: 0.4374... Generator Loss: 2.7851
Epoch 1/2... Batch 3110... Discriminator Loss: 0.8727... Generator Loss: 0.9915 Epoch 1/2... Batch 3120... Discriminator Loss: 0.5125... Generator Loss: 2.0590 Epoch 1/2... Batch 3130... Discriminator Loss: 0.3974... Generator Loss: 3.3019 Epoch 1/2... Batch 3140... Discriminator Loss: 0.9948... Generator Loss: 1.1713 Epoch 1/2... Batch 3150... Discriminator Loss: 0.6800... Generator Loss: 2.2162 Epoch 1/2... Batch 3160... Discriminator Loss: 0.4696... Generator Loss: 2.3849 Epoch 1/2... Batch 3170... Discriminator Loss: 1.1615... Generator Loss: 5.0742 Epoch 1/2... Batch 3180... Discriminator Loss: 0.5051... Generator Loss: 2.0525 Epoch 1/2... Batch 3190... Discriminator Loss: 0.4004... Generator Loss: 4.0789 Epoch 1/2... Batch 3200... Discriminator Loss: 0.5400... Generator Loss: 2.6639
Epoch 1/2... Batch 3210... Discriminator Loss: 0.3914... Generator Loss: 3.3250 Epoch 1/2... Batch 3220... Discriminator Loss: 1.0339... Generator Loss: 0.9233 Epoch 1/2... Batch 3230... Discriminator Loss: 0.4127... Generator Loss: 3.1956 Epoch 1/2... Batch 3240... Discriminator Loss: 0.4235... Generator Loss: 2.6917 Epoch 1/2... Batch 3250... Discriminator Loss: 0.4765... Generator Loss: 2.2115 Epoch 1/2... Batch 3260... Discriminator Loss: 0.4194... Generator Loss: 2.8999 Epoch 1/2... Batch 3270... Discriminator Loss: 1.8190... Generator Loss: 0.3290 Epoch 1/2... Batch 3280... Discriminator Loss: 0.7228... Generator Loss: 1.7646 Epoch 1/2... Batch 3290... Discriminator Loss: 2.8159... Generator Loss: 5.2665 Epoch 1/2... Batch 3300... Discriminator Loss: 0.4318... Generator Loss: 3.0318
Epoch 1/2... Batch 3310... Discriminator Loss: 0.8475... Generator Loss: 1.9283 Epoch 1/2... Batch 3320... Discriminator Loss: 1.4278... Generator Loss: 0.5074 Epoch 1/2... Batch 3330... Discriminator Loss: 0.8580... Generator Loss: 1.0124 Epoch 1/2... Batch 3340... Discriminator Loss: 0.4139... Generator Loss: 3.8004 Epoch 1/2... Batch 3350... Discriminator Loss: 0.4110... Generator Loss: 3.6259 Epoch 1/2... Batch 3360... Discriminator Loss: 0.3914... Generator Loss: 3.3474 Epoch 1/2... Batch 3370... Discriminator Loss: 0.5015... Generator Loss: 3.7518 Epoch 1/2... Batch 3380... Discriminator Loss: 0.3812... Generator Loss: 5.6737 Epoch 1/2... Batch 3390... Discriminator Loss: 0.5623... Generator Loss: 3.9363 Epoch 1/2... Batch 3400... Discriminator Loss: 0.7144... Generator Loss: 1.3068
Epoch 1/2... Batch 3410... Discriminator Loss: 1.0115... Generator Loss: 0.7983 Epoch 1/2... Batch 3420... Discriminator Loss: 0.6645... Generator Loss: 1.4010 Epoch 1/2... Batch 3430... Discriminator Loss: 0.3773... Generator Loss: 3.2576 Epoch 1/2... Batch 3440... Discriminator Loss: 0.4781... Generator Loss: 2.3269 Epoch 1/2... Batch 3450... Discriminator Loss: 0.7011... Generator Loss: 1.2945 Epoch 1/2... Batch 3460... Discriminator Loss: 0.4259... Generator Loss: 2.7596 Epoch 1/2... Batch 3470... Discriminator Loss: 0.5698... Generator Loss: 5.6042 Epoch 1/2... Batch 3480... Discriminator Loss: 0.7637... Generator Loss: 1.5242 Epoch 1/2... Batch 3490... Discriminator Loss: 0.3645... Generator Loss: 3.8302 Epoch 1/2... Batch 3500... Discriminator Loss: 0.9105... Generator Loss: 4.9557
Epoch 1/2... Batch 3510... Discriminator Loss: 0.4215... Generator Loss: 2.6648 Epoch 1/2... Batch 3520... Discriminator Loss: 0.4769... Generator Loss: 2.6851 Epoch 1/2... Batch 3530... Discriminator Loss: 0.3446... Generator Loss: 5.7129 Epoch 1/2... Batch 3540... Discriminator Loss: 0.5398... Generator Loss: 2.0811 Epoch 1/2... Batch 3550... Discriminator Loss: 0.3672... Generator Loss: 3.7670 Epoch 1/2... Batch 3560... Discriminator Loss: 0.7112... Generator Loss: 1.4949 Epoch 1/2... Batch 3570... Discriminator Loss: 1.0665... Generator Loss: 2.8898 Epoch 1/2... Batch 3580... Discriminator Loss: 0.4046... Generator Loss: 3.0406 Epoch 1/2... Batch 3590... Discriminator Loss: 0.4179... Generator Loss: 2.8673 Epoch 1/2... Batch 3600... Discriminator Loss: 0.4255... Generator Loss: 5.5480
Epoch 1/2... Batch 3610... Discriminator Loss: 0.9973... Generator Loss: 2.3939 Epoch 1/2... Batch 3620... Discriminator Loss: 0.6035... Generator Loss: 3.0502 Epoch 1/2... Batch 3630... Discriminator Loss: 0.4765... Generator Loss: 2.9429 Epoch 1/2... Batch 3640... Discriminator Loss: 0.3741... Generator Loss: 3.5112 Epoch 1/2... Batch 3650... Discriminator Loss: 0.5078... Generator Loss: 4.3535 Epoch 1/2... Batch 3660... Discriminator Loss: 0.6076... Generator Loss: 1.7355 Epoch 1/2... Batch 3670... Discriminator Loss: 0.5264... Generator Loss: 1.9853 Epoch 1/2... Batch 3680... Discriminator Loss: 0.5377... Generator Loss: 5.5351 Epoch 1/2... Batch 3690... Discriminator Loss: 0.4282... Generator Loss: 2.8333 Epoch 1/2... Batch 3700... Discriminator Loss: 0.3510... Generator Loss: 4.4335
Epoch 1/2... Batch 3710... Discriminator Loss: 1.7005... Generator Loss: 0.3634 Epoch 1/2... Batch 3720... Discriminator Loss: 0.4923... Generator Loss: 2.9638 Epoch 1/2... Batch 3730... Discriminator Loss: 1.7051... Generator Loss: 0.3586 Epoch 1/2... Batch 3740... Discriminator Loss: 0.6641... Generator Loss: 1.4541 Epoch 1/2... Batch 3750... Discriminator Loss: 0.4055... Generator Loss: 2.9912 Epoch 1/2... Batch 3760... Discriminator Loss: 0.7134... Generator Loss: 3.4701 Epoch 1/2... Batch 3770... Discriminator Loss: 0.4837... Generator Loss: 2.2455 Epoch 1/2... Batch 3780... Discriminator Loss: 0.3835... Generator Loss: 4.6331 Epoch 1/2... Batch 3790... Discriminator Loss: 0.5488... Generator Loss: 2.2378 Epoch 1/2... Batch 3800... Discriminator Loss: 0.6652... Generator Loss: 1.4426
Epoch 1/2... Batch 3810... Discriminator Loss: 2.2514... Generator Loss: 3.9816 Epoch 1/2... Batch 3820... Discriminator Loss: 0.4249... Generator Loss: 2.5965 Epoch 1/2... Batch 3830... Discriminator Loss: 0.3581... Generator Loss: 4.1173 Epoch 1/2... Batch 3840... Discriminator Loss: 0.7044... Generator Loss: 4.8875 Epoch 1/2... Batch 3850... Discriminator Loss: 0.3904... Generator Loss: 4.3457 Epoch 1/2... Batch 3860... Discriminator Loss: 0.4292... Generator Loss: 3.7642 Epoch 1/2... Batch 3870... Discriminator Loss: 0.3585... Generator Loss: 4.2052 Epoch 1/2... Batch 3880... Discriminator Loss: 1.4861... Generator Loss: 0.4298 Epoch 1/2... Batch 3890... Discriminator Loss: 0.4850... Generator Loss: 3.1209 Epoch 1/2... Batch 3900... Discriminator Loss: 0.3710... Generator Loss: 3.9570
Epoch 1/2... Batch 3910... Discriminator Loss: 0.3865... Generator Loss: 3.4311 Epoch 1/2... Batch 3920... Discriminator Loss: 0.3841... Generator Loss: 3.3010 Epoch 1/2... Batch 3930... Discriminator Loss: 0.4253... Generator Loss: 3.0707 Epoch 1/2... Batch 3940... Discriminator Loss: 0.3717... Generator Loss: 4.0198 Epoch 1/2... Batch 3950... Discriminator Loss: 0.3484... Generator Loss: 4.5138 Epoch 1/2... Batch 3960... Discriminator Loss: 0.3598... Generator Loss: 4.6423 Epoch 1/2... Batch 3970... Discriminator Loss: 1.6370... Generator Loss: 3.0329 Epoch 1/2... Batch 3980... Discriminator Loss: 0.4490... Generator Loss: 2.6083 Epoch 1/2... Batch 3990... Discriminator Loss: 0.6615... Generator Loss: 4.7462 Epoch 1/2... Batch 4000... Discriminator Loss: 0.3582... Generator Loss: 4.1431
Epoch 1/2... Batch 4010... Discriminator Loss: 0.6478... Generator Loss: 1.6047 Epoch 1/2... Batch 4020... Discriminator Loss: 0.4137... Generator Loss: 3.9215 Epoch 1/2... Batch 4030... Discriminator Loss: 0.6570... Generator Loss: 3.9604 Epoch 1/2... Batch 4040... Discriminator Loss: 0.6248... Generator Loss: 2.5328 Epoch 1/2... Batch 4050... Discriminator Loss: 0.6464... Generator Loss: 3.1158 Epoch 1/2... Batch 4060... Discriminator Loss: 0.8156... Generator Loss: 1.3655 Epoch 1/2... Batch 4070... Discriminator Loss: 0.3458... Generator Loss: 4.7249 Epoch 1/2... Batch 4080... Discriminator Loss: 0.6227... Generator Loss: 4.4957 Epoch 1/2... Batch 4090... Discriminator Loss: 0.4294... Generator Loss: 2.8354 Epoch 1/2... Batch 4100... Discriminator Loss: 0.3970... Generator Loss: 3.7242
Epoch 1/2... Batch 4110... Discriminator Loss: 0.3826... Generator Loss: 3.7266 Epoch 1/2... Batch 4120... Discriminator Loss: 0.6268... Generator Loss: 1.6913 Epoch 1/2... Batch 4130... Discriminator Loss: 0.3970... Generator Loss: 3.7537 Epoch 1/2... Batch 4140... Discriminator Loss: 1.6866... Generator Loss: 3.3583 Epoch 1/2... Batch 4150... Discriminator Loss: 0.3864... Generator Loss: 4.7324 Epoch 1/2... Batch 4160... Discriminator Loss: 0.5067... Generator Loss: 2.4766 Epoch 1/2... Batch 4170... Discriminator Loss: 0.4177... Generator Loss: 3.2467 Epoch 1/2... Batch 4180... Discriminator Loss: 1.1283... Generator Loss: 3.0943 Epoch 1/2... Batch 4190... Discriminator Loss: 0.7213... Generator Loss: 3.7785 Epoch 1/2... Batch 4200... Discriminator Loss: 0.5285... Generator Loss: 3.8779
Epoch 1/2... Batch 4210... Discriminator Loss: 1.3819... Generator Loss: 3.6160 Epoch 1/2... Batch 4220... Discriminator Loss: 0.4145... Generator Loss: 2.8386 Epoch 1/2... Batch 4230... Discriminator Loss: 0.3764... Generator Loss: 3.6160 Epoch 1/2... Batch 4240... Discriminator Loss: 0.5506... Generator Loss: 2.2150 Epoch 1/2... Batch 4250... Discriminator Loss: 0.3948... Generator Loss: 3.1470 Epoch 1/2... Batch 4260... Discriminator Loss: 0.3494... Generator Loss: 4.3396 Epoch 1/2... Batch 4270... Discriminator Loss: 1.0144... Generator Loss: 0.8150 Epoch 1/2... Batch 4280... Discriminator Loss: 0.3877... Generator Loss: 3.4192 Epoch 1/2... Batch 4290... Discriminator Loss: 0.3594... Generator Loss: 4.2134 Epoch 1/2... Batch 4300... Discriminator Loss: 0.7321... Generator Loss: 3.9216
Epoch 1/2... Batch 4310... Discriminator Loss: 0.3774... Generator Loss: 3.8466 Epoch 1/2... Batch 4320... Discriminator Loss: 0.4386... Generator Loss: 2.8079 Epoch 1/2... Batch 4330... Discriminator Loss: 0.3979... Generator Loss: 3.9552 Epoch 1/2... Batch 4340... Discriminator Loss: 0.3638... Generator Loss: 4.0728 Epoch 1/2... Batch 4350... Discriminator Loss: 0.6411... Generator Loss: 1.7253 Epoch 1/2... Batch 4360... Discriminator Loss: 0.3738... Generator Loss: 4.9486 Epoch 1/2... Batch 4370... Discriminator Loss: 0.3523... Generator Loss: 5.0631 Epoch 1/2... Batch 4380... Discriminator Loss: 0.6008... Generator Loss: 2.3398 Epoch 1/2... Batch 4390... Discriminator Loss: 0.8071... Generator Loss: 1.5314 Epoch 1/2... Batch 4400... Discriminator Loss: 0.4473... Generator Loss: 2.5112
Epoch 1/2... Batch 4410... Discriminator Loss: 1.0199... Generator Loss: 4.8990 Epoch 1/2... Batch 4420... Discriminator Loss: 0.4203... Generator Loss: 2.7048 Epoch 1/2... Batch 4430... Discriminator Loss: 0.3671... Generator Loss: 3.8705 Epoch 1/2... Batch 4440... Discriminator Loss: 0.4038... Generator Loss: 3.0354 Epoch 1/2... Batch 4450... Discriminator Loss: 0.5532... Generator Loss: 1.9655 Epoch 1/2... Batch 4460... Discriminator Loss: 0.3479... Generator Loss: 5.2907 Epoch 1/2... Batch 4470... Discriminator Loss: 0.3555... Generator Loss: 4.8726 Epoch 1/2... Batch 4480... Discriminator Loss: 0.3596... Generator Loss: 3.9650 Epoch 1/2... Batch 4490... Discriminator Loss: 0.3703... Generator Loss: 3.5802 Epoch 1/2... Batch 4500... Discriminator Loss: 0.3726... Generator Loss: 3.9093
Epoch 1/2... Batch 4510... Discriminator Loss: 5.5564... Generator Loss: 6.9998 Epoch 1/2... Batch 4520... Discriminator Loss: 0.4433... Generator Loss: 2.5647 Epoch 1/2... Batch 4530... Discriminator Loss: 0.6288... Generator Loss: 1.5115 Epoch 1/2... Batch 4540... Discriminator Loss: 0.9433... Generator Loss: 3.1506 Epoch 1/2... Batch 4550... Discriminator Loss: 0.3704... Generator Loss: 3.5654 Epoch 1/2... Batch 4560... Discriminator Loss: 0.4058... Generator Loss: 2.8312 Epoch 1/2... Batch 4570... Discriminator Loss: 0.4015... Generator Loss: 4.4669 Epoch 1/2... Batch 4580... Discriminator Loss: 0.3425... Generator Loss: 4.9732 Epoch 1/2... Batch 4590... Discriminator Loss: 0.3608... Generator Loss: 5.1437 Epoch 1/2... Batch 4600... Discriminator Loss: 0.3473... Generator Loss: 5.2382
Epoch 1/2... Batch 4610... Discriminator Loss: 0.6506... Generator Loss: 4.8766 Epoch 1/2... Batch 4620... Discriminator Loss: 0.4095... Generator Loss: 4.8213 Epoch 1/2... Batch 4630... Discriminator Loss: 0.4275... Generator Loss: 3.6834 Epoch 1/2... Batch 4640... Discriminator Loss: 0.5778... Generator Loss: 1.7264 Epoch 1/2... Batch 4650... Discriminator Loss: 0.4032... Generator Loss: 5.3334 Epoch 1/2... Batch 4660... Discriminator Loss: 0.3727... Generator Loss: 3.9708 Epoch 1/2... Batch 4670... Discriminator Loss: 0.4026... Generator Loss: 3.4156 Epoch 1/2... Batch 4680... Discriminator Loss: 0.3892... Generator Loss: 5.1190 Epoch 1/2... Batch 4690... Discriminator Loss: 0.3366... Generator Loss: 5.1747 Epoch 1/2... Batch 4700... Discriminator Loss: 0.6248... Generator Loss: 2.8891
Epoch 1/2... Batch 4710... Discriminator Loss: 2.4157... Generator Loss: 4.0798 Epoch 1/2... Batch 4720... Discriminator Loss: 0.4034... Generator Loss: 3.6291 Epoch 1/2... Batch 4730... Discriminator Loss: 0.5491... Generator Loss: 5.4213 Epoch 1/2... Batch 4740... Discriminator Loss: 0.4939... Generator Loss: 2.9696 Epoch 1/2... Batch 4750... Discriminator Loss: 0.4192... Generator Loss: 5.1995 Epoch 1/2... Batch 4760... Discriminator Loss: 0.4856... Generator Loss: 2.2871 Epoch 1/2... Batch 4770... Discriminator Loss: 0.4190... Generator Loss: 2.7515 Epoch 1/2... Batch 4780... Discriminator Loss: 0.3830... Generator Loss: 3.6845 Epoch 1/2... Batch 4790... Discriminator Loss: 0.3698... Generator Loss: 3.6075 Epoch 1/2... Batch 4800... Discriminator Loss: 0.4890... Generator Loss: 3.5134
Epoch 1/2... Batch 4810... Discriminator Loss: 1.5745... Generator Loss: 3.3373 Epoch 1/2... Batch 4820... Discriminator Loss: 0.4221... Generator Loss: 2.7658 Epoch 1/2... Batch 4830... Discriminator Loss: 0.4121... Generator Loss: 3.1149 Epoch 1/2... Batch 4840... Discriminator Loss: 0.3479... Generator Loss: 4.4808 Epoch 1/2... Batch 4850... Discriminator Loss: 2.2323... Generator Loss: 0.2144 Epoch 1/2... Batch 4860... Discriminator Loss: 0.3964... Generator Loss: 3.0559 Epoch 1/2... Batch 4870... Discriminator Loss: 0.7353... Generator Loss: 4.9778 Epoch 1/2... Batch 4880... Discriminator Loss: 0.8669... Generator Loss: 1.7676 Epoch 1/2... Batch 4890... Discriminator Loss: 0.4973... Generator Loss: 2.4137 Epoch 1/2... Batch 4900... Discriminator Loss: 0.6609... Generator Loss: 1.4049
Epoch 1/2... Batch 4910... Discriminator Loss: 0.3591... Generator Loss: 3.8805 Epoch 1/2... Batch 4920... Discriminator Loss: 0.3908... Generator Loss: 3.9895 Epoch 1/2... Batch 4930... Discriminator Loss: 0.3562... Generator Loss: 4.4867 Epoch 1/2... Batch 4940... Discriminator Loss: 0.3785... Generator Loss: 3.8977 Epoch 1/2... Batch 4950... Discriminator Loss: 1.6108... Generator Loss: 3.9314 Epoch 1/2... Batch 4960... Discriminator Loss: 0.3635... Generator Loss: 3.8472 Epoch 1/2... Batch 4970... Discriminator Loss: 0.4360... Generator Loss: 2.5088 Epoch 1/2... Batch 4980... Discriminator Loss: 0.4036... Generator Loss: 3.0687 Epoch 1/2... Batch 4990... Discriminator Loss: 0.3677... Generator Loss: 4.1201 Epoch 1/2... Batch 5000... Discriminator Loss: 0.4077... Generator Loss: 4.2750
Epoch 1/2... Batch 5010... Discriminator Loss: 1.5716... Generator Loss: 3.7463 Epoch 1/2... Batch 5020... Discriminator Loss: 0.4021... Generator Loss: 3.8732 Epoch 1/2... Batch 5030... Discriminator Loss: 0.6324... Generator Loss: 4.0357 Epoch 1/2... Batch 5040... Discriminator Loss: 0.4512... Generator Loss: 3.8001 Epoch 1/2... Batch 5050... Discriminator Loss: 0.4730... Generator Loss: 4.6926 Epoch 1/2... Batch 5060... Discriminator Loss: 1.3567... Generator Loss: 3.2992 Epoch 1/2... Batch 5070... Discriminator Loss: 0.3870... Generator Loss: 3.8377 Epoch 1/2... Batch 5080... Discriminator Loss: 0.5688... Generator Loss: 1.9813 Epoch 1/2... Batch 5090... Discriminator Loss: 0.3671... Generator Loss: 5.3297 Epoch 1/2... Batch 5100... Discriminator Loss: 0.4139... Generator Loss: 2.9672
Epoch 1/2... Batch 5110... Discriminator Loss: 0.4407... Generator Loss: 2.4365 Epoch 1/2... Batch 5120... Discriminator Loss: 0.3666... Generator Loss: 5.7427 Epoch 1/2... Batch 5130... Discriminator Loss: 1.0161... Generator Loss: 5.8605 Epoch 1/2... Batch 5140... Discriminator Loss: 0.4052... Generator Loss: 2.9594 Epoch 1/2... Batch 5150... Discriminator Loss: 0.3585... Generator Loss: 4.0516 Epoch 1/2... Batch 5160... Discriminator Loss: 0.3452... Generator Loss: 4.6847 Epoch 1/2... Batch 5170... Discriminator Loss: 0.3569... Generator Loss: 4.5598 Epoch 1/2... Batch 5180... Discriminator Loss: 1.8061... Generator Loss: 3.0016 Epoch 1/2... Batch 5190... Discriminator Loss: 0.5765... Generator Loss: 2.1606 Epoch 1/2... Batch 5200... Discriminator Loss: 0.4119... Generator Loss: 2.9127
Epoch 1/2... Batch 5210... Discriminator Loss: 0.3881... Generator Loss: 3.3336 Epoch 1/2... Batch 5220... Discriminator Loss: 0.4165... Generator Loss: 3.5951 Epoch 1/2... Batch 5230... Discriminator Loss: 0.6474... Generator Loss: 1.7295 Epoch 1/2... Batch 5240... Discriminator Loss: 0.3774... Generator Loss: 5.0643 Epoch 1/2... Batch 5250... Discriminator Loss: 0.3601... Generator Loss: 4.2264 Epoch 1/2... Batch 5260... Discriminator Loss: 0.4589... Generator Loss: 2.3933 Epoch 1/2... Batch 5270... Discriminator Loss: 0.3642... Generator Loss: 4.9247 Epoch 1/2... Batch 5280... Discriminator Loss: 0.5081... Generator Loss: 3.8264 Epoch 1/2... Batch 5290... Discriminator Loss: 0.4541... Generator Loss: 4.0743 Epoch 1/2... Batch 5300... Discriminator Loss: 0.4172... Generator Loss: 5.2863
Epoch 1/2... Batch 5310... Discriminator Loss: 0.9562... Generator Loss: 1.6101 Epoch 1/2... Batch 5320... Discriminator Loss: 0.3576... Generator Loss: 3.9177 Epoch 1/2... Batch 5330... Discriminator Loss: 0.4926... Generator Loss: 2.5551 Epoch 1/2... Batch 5340... Discriminator Loss: 0.3758... Generator Loss: 3.5429 Epoch 1/2... Batch 5350... Discriminator Loss: 0.3621... Generator Loss: 4.1898 Epoch 1/2... Batch 5360... Discriminator Loss: 0.3826... Generator Loss: 3.3742 Epoch 1/2... Batch 5370... Discriminator Loss: 0.6642... Generator Loss: 3.8821 Epoch 1/2... Batch 5380... Discriminator Loss: 0.3552... Generator Loss: 4.9765 Epoch 1/2... Batch 5390... Discriminator Loss: 0.3463... Generator Loss: 5.1598 Epoch 1/2... Batch 5400... Discriminator Loss: 0.3576... Generator Loss: 4.1009
Epoch 1/2... Batch 5410... Discriminator Loss: 0.3548... Generator Loss: 4.2144 Epoch 1/2... Batch 5420... Discriminator Loss: 0.3446... Generator Loss: 4.9949 Epoch 1/2... Batch 5430... Discriminator Loss: 0.4163... Generator Loss: 2.7414 Epoch 1/2... Batch 5440... Discriminator Loss: 2.7437... Generator Loss: 0.1527 Epoch 1/2... Batch 5450... Discriminator Loss: 0.4785... Generator Loss: 2.7465 Epoch 1/2... Batch 5460... Discriminator Loss: 0.3769... Generator Loss: 3.5669 Epoch 1/2... Batch 5470... Discriminator Loss: 0.4716... Generator Loss: 2.8690 Epoch 1/2... Batch 5480... Discriminator Loss: 0.3853... Generator Loss: 3.3009 Epoch 1/2... Batch 5490... Discriminator Loss: 0.3738... Generator Loss: 3.5251 Epoch 1/2... Batch 5500... Discriminator Loss: 0.3705... Generator Loss: 5.4510
Epoch 1/2... Batch 5510... Discriminator Loss: 0.3514... Generator Loss: 4.3895 Epoch 1/2... Batch 5520... Discriminator Loss: 1.0174... Generator Loss: 6.6969 Epoch 1/2... Batch 5530... Discriminator Loss: 0.5058... Generator Loss: 2.0526 Epoch 1/2... Batch 5540... Discriminator Loss: 0.3622... Generator Loss: 4.3353 Epoch 1/2... Batch 5550... Discriminator Loss: 0.3872... Generator Loss: 3.5194 Epoch 1/2... Batch 5560... Discriminator Loss: 0.3723... Generator Loss: 5.4194 Epoch 1/2... Batch 5570... Discriminator Loss: 0.3736... Generator Loss: 5.3495 Epoch 1/2... Batch 5580... Discriminator Loss: 0.4907... Generator Loss: 4.0554 Epoch 1/2... Batch 5590... Discriminator Loss: 0.3762... Generator Loss: 3.6875 Epoch 1/2... Batch 5600... Discriminator Loss: 0.3484... Generator Loss: 5.9166
Epoch 1/2... Batch 5610... Discriminator Loss: 0.3612... Generator Loss: 4.4017 Epoch 1/2... Batch 5620... Discriminator Loss: 0.8550... Generator Loss: 1.2780 Epoch 1/2... Batch 5630... Discriminator Loss: 1.0476... Generator Loss: 0.8820 Epoch 1/2... Batch 5640... Discriminator Loss: 0.3525... Generator Loss: 4.3439 Epoch 1/2... Batch 5650... Discriminator Loss: 0.4673... Generator Loss: 4.2852 Epoch 1/2... Batch 5660... Discriminator Loss: 0.3951... Generator Loss: 3.1622 Epoch 1/2... Batch 5670... Discriminator Loss: 0.8361... Generator Loss: 6.0522 Epoch 1/2... Batch 5680... Discriminator Loss: 1.7484... Generator Loss: 0.3542 Epoch 1/2... Batch 5690... Discriminator Loss: 0.3554... Generator Loss: 4.8752 Epoch 1/2... Batch 5700... Discriminator Loss: 0.3734... Generator Loss: 4.0998
Epoch 1/2... Batch 5710... Discriminator Loss: 0.8489... Generator Loss: 1.0618 Epoch 1/2... Batch 5720... Discriminator Loss: 0.4771... Generator Loss: 2.2867 Epoch 1/2... Batch 5730... Discriminator Loss: 0.3989... Generator Loss: 3.9242 Epoch 1/2... Batch 5740... Discriminator Loss: 1.5562... Generator Loss: 0.4403 Epoch 1/2... Batch 5750... Discriminator Loss: 0.3861... Generator Loss: 3.2223 Epoch 1/2... Batch 5760... Discriminator Loss: 0.3756... Generator Loss: 3.5736 Epoch 1/2... Batch 5770... Discriminator Loss: 0.4287... Generator Loss: 5.5268 Epoch 1/2... Batch 5780... Discriminator Loss: 1.9979... Generator Loss: 3.6232 Epoch 1/2... Batch 5790... Discriminator Loss: 0.3490... Generator Loss: 4.4192 Epoch 1/2... Batch 5800... Discriminator Loss: 0.6285... Generator Loss: 4.2865
Epoch 1/2... Batch 5810... Discriminator Loss: 0.3802... Generator Loss: 4.9611 Epoch 1/2... Batch 5820... Discriminator Loss: 0.4265... Generator Loss: 2.7702 Epoch 1/2... Batch 5830... Discriminator Loss: 0.3463... Generator Loss: 4.8521 Epoch 1/2... Batch 5840... Discriminator Loss: 0.5453... Generator Loss: 5.4903 Epoch 1/2... Batch 5850... Discriminator Loss: 0.3742... Generator Loss: 3.7811 Epoch 1/2... Batch 5860... Discriminator Loss: 0.3905... Generator Loss: 3.4116 Epoch 1/2... Batch 5870... Discriminator Loss: 0.5469... Generator Loss: 1.9415 Epoch 1/2... Batch 5880... Discriminator Loss: 0.4737... Generator Loss: 2.2938 Epoch 1/2... Batch 5890... Discriminator Loss: 0.3558... Generator Loss: 4.5062 Epoch 1/2... Batch 5900... Discriminator Loss: 0.3417... Generator Loss: 5.5364
Epoch 1/2... Batch 5910... Discriminator Loss: 0.4520... Generator Loss: 2.6448 Epoch 1/2... Batch 5920... Discriminator Loss: 0.3824... Generator Loss: 6.0692 Epoch 1/2... Batch 5930... Discriminator Loss: 1.1558... Generator Loss: 0.7620 Epoch 1/2... Batch 5940... Discriminator Loss: 0.5240... Generator Loss: 2.0103 Epoch 1/2... Batch 5950... Discriminator Loss: 0.3574... Generator Loss: 4.3299 Epoch 1/2... Batch 5960... Discriminator Loss: 0.4429... Generator Loss: 3.0077 Epoch 1/2... Batch 5970... Discriminator Loss: 1.3686... Generator Loss: 3.6914 Epoch 1/2... Batch 5980... Discriminator Loss: 0.4679... Generator Loss: 2.8105 Epoch 1/2... Batch 5990... Discriminator Loss: 0.3534... Generator Loss: 4.5667 Epoch 1/2... Batch 6000... Discriminator Loss: 0.3756... Generator Loss: 4.5471
Epoch 1/2... Batch 6010... Discriminator Loss: 0.4612... Generator Loss: 2.7323 Epoch 1/2... Batch 6020... Discriminator Loss: 0.3676... Generator Loss: 4.3818 Epoch 1/2... Batch 6030... Discriminator Loss: 2.7631... Generator Loss: 0.1489 Epoch 1/2... Batch 6040... Discriminator Loss: 0.6248... Generator Loss: 1.5196 Epoch 1/2... Batch 6050... Discriminator Loss: 1.3667... Generator Loss: 0.5309 Epoch 1/2... Batch 6060... Discriminator Loss: 0.5511... Generator Loss: 2.7159 Epoch 1/2... Batch 6070... Discriminator Loss: 0.3588... Generator Loss: 4.1588 Epoch 1/2... Batch 6080... Discriminator Loss: 0.3604... Generator Loss: 4.1099 Epoch 1/2... Batch 6090... Discriminator Loss: 0.3698... Generator Loss: 3.9159 Epoch 1/2... Batch 6100... Discriminator Loss: 0.3590... Generator Loss: 3.8844
Epoch 1/2... Batch 6110... Discriminator Loss: 0.6085... Generator Loss: 2.1818 Epoch 1/2... Batch 6120... Discriminator Loss: 0.4002... Generator Loss: 5.2418 Epoch 1/2... Batch 6130... Discriminator Loss: 0.4273... Generator Loss: 4.2904 Epoch 1/2... Batch 6140... Discriminator Loss: 0.4063... Generator Loss: 3.9259 Epoch 1/2... Batch 6150... Discriminator Loss: 0.4772... Generator Loss: 5.5384 Epoch 1/2... Batch 6160... Discriminator Loss: 0.3748... Generator Loss: 4.7239 Epoch 1/2... Batch 6170... Discriminator Loss: 0.8226... Generator Loss: 1.0769 Epoch 1/2... Batch 6180... Discriminator Loss: 0.3716... Generator Loss: 3.9669 Epoch 1/2... Batch 6190... Discriminator Loss: 0.4032... Generator Loss: 3.0843 Epoch 1/2... Batch 6200... Discriminator Loss: 0.4017... Generator Loss: 4.7528
Epoch 1/2... Batch 6210... Discriminator Loss: 0.4463... Generator Loss: 2.7901 Epoch 1/2... Batch 6220... Discriminator Loss: 0.3592... Generator Loss: 4.1927 Epoch 1/2... Batch 6230... Discriminator Loss: 1.8282... Generator Loss: 0.3590 Epoch 1/2... Batch 6240... Discriminator Loss: 0.4387... Generator Loss: 2.7331 Epoch 1/2... Batch 6250... Discriminator Loss: 0.5799... Generator Loss: 4.4617 Epoch 1/2... Batch 6260... Discriminator Loss: 0.3487... Generator Loss: 4.7066 Epoch 1/2... Batch 6270... Discriminator Loss: 0.4714... Generator Loss: 2.3005 Epoch 1/2... Batch 6280... Discriminator Loss: 0.6399... Generator Loss: 1.5252 Epoch 1/2... Batch 6290... Discriminator Loss: 0.3692... Generator Loss: 3.7073 Epoch 1/2... Batch 6300... Discriminator Loss: 0.5802... Generator Loss: 1.9200
Epoch 1/2... Batch 6310... Discriminator Loss: 0.3613... Generator Loss: 4.6980 Epoch 1/2... Batch 6320... Discriminator Loss: 0.3587... Generator Loss: 3.8556 Epoch 1/2... Batch 6330... Discriminator Loss: 0.3559... Generator Loss: 4.2853 Epoch 2/2... Batch 10... Discriminator Loss: 0.4058... Generator Loss: 3.9062 Epoch 2/2... Batch 20... Discriminator Loss: 0.4131... Generator Loss: 2.9367 Epoch 2/2... Batch 30... Discriminator Loss: 0.3719... Generator Loss: 3.4532 Epoch 2/2... Batch 40... Discriminator Loss: 0.4851... Generator Loss: 4.2118 Epoch 2/2... Batch 50... Discriminator Loss: 1.5173... Generator Loss: 0.6005 Epoch 2/2... Batch 60... Discriminator Loss: 0.8364... Generator Loss: 1.1758 Epoch 2/2... Batch 70... Discriminator Loss: 0.8516... Generator Loss: 5.1661 Epoch 2/2... Batch 80... Discriminator Loss: 0.9995... Generator Loss: 3.3966 Epoch 2/2... Batch 90... Discriminator Loss: 0.3882... Generator Loss: 3.2604 Epoch 2/2... Batch 100... Discriminator Loss: 0.3476... Generator Loss: 5.2035
Epoch 2/2... Batch 110... Discriminator Loss: 0.5392... Generator Loss: 4.2073 Epoch 2/2... Batch 120... Discriminator Loss: 0.3972... Generator Loss: 4.9713 Epoch 2/2... Batch 130... Discriminator Loss: 0.3573... Generator Loss: 4.1171 Epoch 2/2... Batch 140... Discriminator Loss: 0.5880... Generator Loss: 5.2402 Epoch 2/2... Batch 150... Discriminator Loss: 0.3614... Generator Loss: 4.0768 Epoch 2/2... Batch 160... Discriminator Loss: 0.3518... Generator Loss: 6.0407 Epoch 2/2... Batch 170... Discriminator Loss: 0.3886... Generator Loss: 4.6986 Epoch 2/2... Batch 180... Discriminator Loss: 0.5809... Generator Loss: 4.4426 Epoch 2/2... Batch 190... Discriminator Loss: 1.7341... Generator Loss: 0.4342 Epoch 2/2... Batch 200... Discriminator Loss: 0.5353... Generator Loss: 5.3599
Epoch 2/2... Batch 210... Discriminator Loss: 0.9354... Generator Loss: 2.8241 Epoch 2/2... Batch 220... Discriminator Loss: 0.3805... Generator Loss: 4.3670 Epoch 2/2... Batch 230... Discriminator Loss: 1.9230... Generator Loss: 3.0226 Epoch 2/2... Batch 240... Discriminator Loss: 0.4857... Generator Loss: 5.2195 Epoch 2/2... Batch 250... Discriminator Loss: 0.3825... Generator Loss: 3.9123 Epoch 2/2... Batch 260... Discriminator Loss: 0.3986... Generator Loss: 3.6860 Epoch 2/2... Batch 270... Discriminator Loss: 0.3584... Generator Loss: 4.1826 Epoch 2/2... Batch 280... Discriminator Loss: 0.4093... Generator Loss: 5.1509 Epoch 2/2... Batch 290... Discriminator Loss: 0.5034... Generator Loss: 2.6805 Epoch 2/2... Batch 300... Discriminator Loss: 0.8340... Generator Loss: 1.2859
Epoch 2/2... Batch 310... Discriminator Loss: 0.3555... Generator Loss: 4.0738 Epoch 2/2... Batch 320... Discriminator Loss: 0.7261... Generator Loss: 4.5992 Epoch 2/2... Batch 330... Discriminator Loss: 0.6277... Generator Loss: 4.0240 Epoch 2/2... Batch 340... Discriminator Loss: 0.4067... Generator Loss: 5.4808 Epoch 2/2... Batch 350... Discriminator Loss: 0.3460... Generator Loss: 5.0032 Epoch 2/2... Batch 360... Discriminator Loss: 0.3599... Generator Loss: 4.5623 Epoch 2/2... Batch 370... Discriminator Loss: 0.3435... Generator Loss: 4.8602 Epoch 2/2... Batch 380... Discriminator Loss: 0.4469... Generator Loss: 3.0387 Epoch 2/2... Batch 390... Discriminator Loss: 0.3462... Generator Loss: 5.0941 Epoch 2/2... Batch 400... Discriminator Loss: 0.4438... Generator Loss: 3.3612
Epoch 2/2... Batch 410... Discriminator Loss: 0.5962... Generator Loss: 5.5821 Epoch 2/2... Batch 420... Discriminator Loss: 0.3557... Generator Loss: 4.5858 Epoch 2/2... Batch 430... Discriminator Loss: 0.3453... Generator Loss: 4.5392 Epoch 2/2... Batch 440... Discriminator Loss: 0.3866... Generator Loss: 4.5026 Epoch 2/2... Batch 450... Discriminator Loss: 0.4052... Generator Loss: 5.0872 Epoch 2/2... Batch 460... Discriminator Loss: 0.3668... Generator Loss: 3.6515 Epoch 2/2... Batch 470... Discriminator Loss: 0.4561... Generator Loss: 2.4228 Epoch 2/2... Batch 480... Discriminator Loss: 1.2766... Generator Loss: 0.6000 Epoch 2/2... Batch 490... Discriminator Loss: 0.5219... Generator Loss: 2.3223 Epoch 2/2... Batch 500... Discriminator Loss: 0.3641... Generator Loss: 4.3086
Epoch 2/2... Batch 510... Discriminator Loss: 0.3571... Generator Loss: 4.5944 Epoch 2/2... Batch 520... Discriminator Loss: 0.3802... Generator Loss: 3.4180 Epoch 2/2... Batch 530... Discriminator Loss: 0.3688... Generator Loss: 3.9835 Epoch 2/2... Batch 540... Discriminator Loss: 0.3770... Generator Loss: 3.8120 Epoch 2/2... Batch 550... Discriminator Loss: 0.3587... Generator Loss: 4.3861 Epoch 2/2... Batch 560... Discriminator Loss: 0.3522... Generator Loss: 5.2252 Epoch 2/2... Batch 570... Discriminator Loss: 0.3583... Generator Loss: 4.4623 Epoch 2/2... Batch 580... Discriminator Loss: 0.3445... Generator Loss: 5.5675 Epoch 2/2... Batch 590... Discriminator Loss: 0.3516... Generator Loss: 4.3314 Epoch 2/2... Batch 600... Discriminator Loss: 0.4699... Generator Loss: 2.2900
Epoch 2/2... Batch 610... Discriminator Loss: 0.5260... Generator Loss: 1.9554 Epoch 2/2... Batch 620... Discriminator Loss: 0.3916... Generator Loss: 3.2668 Epoch 2/2... Batch 630... Discriminator Loss: 0.5393... Generator Loss: 1.9588 Epoch 2/2... Batch 640... Discriminator Loss: 0.3591... Generator Loss: 6.0150 Epoch 2/2... Batch 650... Discriminator Loss: 0.3650... Generator Loss: 4.0182 Epoch 2/2... Batch 660... Discriminator Loss: 1.0112... Generator Loss: 7.4603 Epoch 2/2... Batch 670... Discriminator Loss: 0.5489... Generator Loss: 2.6139 Epoch 2/2... Batch 680... Discriminator Loss: 0.3569... Generator Loss: 5.1055 Epoch 2/2... Batch 690... Discriminator Loss: 0.3387... Generator Loss: 5.4094 Epoch 2/2... Batch 700... Discriminator Loss: 0.3556... Generator Loss: 4.9201
Epoch 2/2... Batch 710... Discriminator Loss: 0.3431... Generator Loss: 6.4092 Epoch 2/2... Batch 720... Discriminator Loss: 0.9186... Generator Loss: 4.5633 Epoch 2/2... Batch 730... Discriminator Loss: 0.3808... Generator Loss: 4.2145 Epoch 2/2... Batch 740... Discriminator Loss: 0.3884... Generator Loss: 4.7926 Epoch 2/2... Batch 750... Discriminator Loss: 0.5259... Generator Loss: 2.5614 Epoch 2/2... Batch 760... Discriminator Loss: 0.3846... Generator Loss: 3.9703 Epoch 2/2... Batch 770... Discriminator Loss: 0.4699... Generator Loss: 2.6333 Epoch 2/2... Batch 780... Discriminator Loss: 0.6450... Generator Loss: 2.2654 Epoch 2/2... Batch 790... Discriminator Loss: 0.3595... Generator Loss: 4.4888 Epoch 2/2... Batch 800... Discriminator Loss: 0.4220... Generator Loss: 5.1194
Epoch 2/2... Batch 810... Discriminator Loss: 1.9520... Generator Loss: 5.2150 Epoch 2/2... Batch 820... Discriminator Loss: 0.7025... Generator Loss: 3.3093 Epoch 2/2... Batch 830... Discriminator Loss: 0.4188... Generator Loss: 2.9929 Epoch 2/2... Batch 840... Discriminator Loss: 0.4403... Generator Loss: 3.2649 Epoch 2/2... Batch 850... Discriminator Loss: 0.4624... Generator Loss: 4.3298 Epoch 2/2... Batch 860... Discriminator Loss: 0.3472... Generator Loss: 5.0290 Epoch 2/2... Batch 870... Discriminator Loss: 0.3786... Generator Loss: 4.6446 Epoch 2/2... Batch 880... Discriminator Loss: 1.8736... Generator Loss: 4.4033 Epoch 2/2... Batch 890... Discriminator Loss: 0.4568... Generator Loss: 2.5274 Epoch 2/2... Batch 900... Discriminator Loss: 0.7633... Generator Loss: 1.3988
Epoch 2/2... Batch 910... Discriminator Loss: 0.8236... Generator Loss: 1.2180 Epoch 2/2... Batch 920... Discriminator Loss: 0.3838... Generator Loss: 4.9447 Epoch 2/2... Batch 930... Discriminator Loss: 0.3531... Generator Loss: 4.9704 Epoch 2/2... Batch 940... Discriminator Loss: 0.3395... Generator Loss: 5.5340 Epoch 2/2... Batch 950... Discriminator Loss: 0.3804... Generator Loss: 6.0095 Epoch 2/2... Batch 960... Discriminator Loss: 0.5650... Generator Loss: 2.0607 Epoch 2/2... Batch 970... Discriminator Loss: 0.3697... Generator Loss: 3.6844 Epoch 2/2... Batch 980... Discriminator Loss: 2.2808... Generator Loss: 0.2304 Epoch 2/2... Batch 990... Discriminator Loss: 0.5832... Generator Loss: 3.7511 Epoch 2/2... Batch 1000... Discriminator Loss: 0.6162... Generator Loss: 2.2341
Epoch 2/2... Batch 1010... Discriminator Loss: 0.5644... Generator Loss: 2.3610 Epoch 2/2... Batch 1020... Discriminator Loss: 0.3794... Generator Loss: 4.6388 Epoch 2/2... Batch 1030... Discriminator Loss: 1.3318... Generator Loss: 5.1074 Epoch 2/2... Batch 1040... Discriminator Loss: 0.3630... Generator Loss: 4.1768 Epoch 2/2... Batch 1050... Discriminator Loss: 0.3883... Generator Loss: 4.8795 Epoch 2/2... Batch 1060... Discriminator Loss: 0.5032... Generator Loss: 3.1130 Epoch 2/2... Batch 1070... Discriminator Loss: 0.5250... Generator Loss: 3.4016 Epoch 2/2... Batch 1080... Discriminator Loss: 0.3521... Generator Loss: 4.7059 Epoch 2/2... Batch 1090... Discriminator Loss: 0.5258... Generator Loss: 2.1442 Epoch 2/2... Batch 1100... Discriminator Loss: 0.4285... Generator Loss: 2.6478
Epoch 2/2... Batch 1110... Discriminator Loss: 0.3496... Generator Loss: 4.5429 Epoch 2/2... Batch 1120... Discriminator Loss: 0.3539... Generator Loss: 4.6628 Epoch 2/2... Batch 1130... Discriminator Loss: 0.3941... Generator Loss: 4.5096 Epoch 2/2... Batch 1140... Discriminator Loss: 0.6409... Generator Loss: 1.8376 Epoch 2/2... Batch 1150... Discriminator Loss: 0.4086... Generator Loss: 2.8673 Epoch 2/2... Batch 1160... Discriminator Loss: 0.3977... Generator Loss: 3.1932 Epoch 2/2... Batch 1170... Discriminator Loss: 0.4145... Generator Loss: 4.5062 Epoch 2/2... Batch 1180... Discriminator Loss: 0.3716... Generator Loss: 4.0269 Epoch 2/2... Batch 1190... Discriminator Loss: 0.3581... Generator Loss: 4.2754 Epoch 2/2... Batch 1200... Discriminator Loss: 0.3435... Generator Loss: 5.3725
Epoch 2/2... Batch 1210... Discriminator Loss: 0.3725... Generator Loss: 4.1126 Epoch 2/2... Batch 1220... Discriminator Loss: 0.3485... Generator Loss: 4.6949 Epoch 2/2... Batch 1230... Discriminator Loss: 0.3741... Generator Loss: 4.4365 Epoch 2/2... Batch 1240... Discriminator Loss: 0.3497... Generator Loss: 4.4471 Epoch 2/2... Batch 1250... Discriminator Loss: 2.4463... Generator Loss: 4.5946 Epoch 2/2... Batch 1260... Discriminator Loss: 0.4827... Generator Loss: 2.4597 Epoch 2/2... Batch 1270... Discriminator Loss: 0.3818... Generator Loss: 4.6421 Epoch 2/2... Batch 1280... Discriminator Loss: 0.5049... Generator Loss: 2.9738 Epoch 2/2... Batch 1290... Discriminator Loss: 0.4935... Generator Loss: 3.0408 Epoch 2/2... Batch 1300... Discriminator Loss: 0.3554... Generator Loss: 5.2535
Epoch 2/2... Batch 1310... Discriminator Loss: 0.5185... Generator Loss: 2.1419 Epoch 2/2... Batch 1320... Discriminator Loss: 0.3666... Generator Loss: 4.2663 Epoch 2/2... Batch 1330... Discriminator Loss: 0.4377... Generator Loss: 5.4161 Epoch 2/2... Batch 1340... Discriminator Loss: 0.3634... Generator Loss: 4.6066 Epoch 2/2... Batch 1350... Discriminator Loss: 0.3578... Generator Loss: 4.0413 Epoch 2/2... Batch 1360... Discriminator Loss: 0.3612... Generator Loss: 4.9884 Epoch 2/2... Batch 1370... Discriminator Loss: 1.2880... Generator Loss: 0.7607 Epoch 2/2... Batch 1380... Discriminator Loss: 0.7496... Generator Loss: 5.1139 Epoch 2/2... Batch 1390... Discriminator Loss: 0.3646... Generator Loss: 3.7363 Epoch 2/2... Batch 1400... Discriminator Loss: 0.4156... Generator Loss: 4.0059
Epoch 2/2... Batch 1410... Discriminator Loss: 0.3987... Generator Loss: 5.8353 Epoch 2/2... Batch 1420... Discriminator Loss: 0.3774... Generator Loss: 3.6097 Epoch 2/2... Batch 1430... Discriminator Loss: 2.0024... Generator Loss: 0.2718 Epoch 2/2... Batch 1440... Discriminator Loss: 0.3630... Generator Loss: 4.8009 Epoch 2/2... Batch 1450... Discriminator Loss: 0.3907... Generator Loss: 3.9837 Epoch 2/2... Batch 1460... Discriminator Loss: 0.5626... Generator Loss: 6.0901 Epoch 2/2... Batch 1470... Discriminator Loss: 0.5335... Generator Loss: 2.5381 Epoch 2/2... Batch 1480... Discriminator Loss: 0.3761... Generator Loss: 3.6762 Epoch 2/2... Batch 1490... Discriminator Loss: 0.3429... Generator Loss: 4.9686 Epoch 2/2... Batch 1500... Discriminator Loss: 0.3770... Generator Loss: 4.3825
Epoch 2/2... Batch 1510... Discriminator Loss: 0.4196... Generator Loss: 4.2486 Epoch 2/2... Batch 1520... Discriminator Loss: 1.2329... Generator Loss: 3.5613 Epoch 2/2... Batch 1530... Discriminator Loss: 0.4608... Generator Loss: 2.7881 Epoch 2/2... Batch 1540... Discriminator Loss: 0.4677... Generator Loss: 5.7278 Epoch 2/2... Batch 1550... Discriminator Loss: 0.3831... Generator Loss: 4.1460 Epoch 2/2... Batch 1560... Discriminator Loss: 1.5094... Generator Loss: 0.5175 Epoch 2/2... Batch 1570... Discriminator Loss: 0.5342... Generator Loss: 1.9833 Epoch 2/2... Batch 1580... Discriminator Loss: 0.3531... Generator Loss: 5.7713 Epoch 2/2... Batch 1590... Discriminator Loss: 1.3810... Generator Loss: 0.6313 Epoch 2/2... Batch 1600... Discriminator Loss: 0.5045... Generator Loss: 2.0332
Epoch 2/2... Batch 1610... Discriminator Loss: 0.4135... Generator Loss: 3.3221 Epoch 2/2... Batch 1620... Discriminator Loss: 0.3471... Generator Loss: 4.7619 Epoch 2/2... Batch 1630... Discriminator Loss: 0.4161... Generator Loss: 3.7910 Epoch 2/2... Batch 1640... Discriminator Loss: 0.3433... Generator Loss: 5.5963 Epoch 2/2... Batch 1650... Discriminator Loss: 0.3470... Generator Loss: 5.4045 Epoch 2/2... Batch 1660... Discriminator Loss: 0.3578... Generator Loss: 3.7990 Epoch 2/2... Batch 1670... Discriminator Loss: 0.3462... Generator Loss: 5.3489 Epoch 2/2... Batch 1680... Discriminator Loss: 2.0467... Generator Loss: 0.3130 Epoch 2/2... Batch 1690... Discriminator Loss: 0.4584... Generator Loss: 2.4826 Epoch 2/2... Batch 1700... Discriminator Loss: 0.3826... Generator Loss: 4.3753
Epoch 2/2... Batch 1710... Discriminator Loss: 0.3950... Generator Loss: 5.1967 Epoch 2/2... Batch 1720... Discriminator Loss: 0.3898... Generator Loss: 3.6536 Epoch 2/2... Batch 1730... Discriminator Loss: 0.3609... Generator Loss: 5.3586 Epoch 2/2... Batch 1740... Discriminator Loss: 1.2333... Generator Loss: 2.2611 Epoch 2/2... Batch 1750... Discriminator Loss: 0.5185... Generator Loss: 3.0400 Epoch 2/2... Batch 1760... Discriminator Loss: 0.6737... Generator Loss: 5.0337 Epoch 2/2... Batch 1770... Discriminator Loss: 0.4775... Generator Loss: 2.9835 Epoch 2/2... Batch 1780... Discriminator Loss: 0.4028... Generator Loss: 3.1061 Epoch 2/2... Batch 1790... Discriminator Loss: 0.3807... Generator Loss: 3.5227 Epoch 2/2... Batch 1800... Discriminator Loss: 0.4124... Generator Loss: 3.2104
Epoch 2/2... Batch 1810... Discriminator Loss: 0.3459... Generator Loss: 4.7353 Epoch 2/2... Batch 1820... Discriminator Loss: 0.8420... Generator Loss: 2.0442 Epoch 2/2... Batch 1830... Discriminator Loss: 0.4110... Generator Loss: 2.9595 Epoch 2/2... Batch 1840... Discriminator Loss: 0.4491... Generator Loss: 5.0718 Epoch 2/2... Batch 1850... Discriminator Loss: 0.3471... Generator Loss: 4.6684 Epoch 2/2... Batch 1860... Discriminator Loss: 0.3480... Generator Loss: 5.3803 Epoch 2/2... Batch 1870... Discriminator Loss: 0.4341... Generator Loss: 3.0921 Epoch 2/2... Batch 1880... Discriminator Loss: 0.3759... Generator Loss: 5.9961 Epoch 2/2... Batch 1890... Discriminator Loss: 0.3737... Generator Loss: 5.4706 Epoch 2/2... Batch 1900... Discriminator Loss: 0.3775... Generator Loss: 3.5453
Epoch 2/2... Batch 1910... Discriminator Loss: 0.3764... Generator Loss: 3.4785 Epoch 2/2... Batch 1920... Discriminator Loss: 0.3797... Generator Loss: 3.4666 Epoch 2/2... Batch 1930... Discriminator Loss: 0.3389... Generator Loss: 5.6344 Epoch 2/2... Batch 1940... Discriminator Loss: 0.3451... Generator Loss: 5.7719 Epoch 2/2... Batch 1950... Discriminator Loss: 0.3555... Generator Loss: 4.3085 Epoch 2/2... Batch 1960... Discriminator Loss: 0.4644... Generator Loss: 5.3391 Epoch 2/2... Batch 1970... Discriminator Loss: 0.3835... Generator Loss: 4.9053 Epoch 2/2... Batch 1980... Discriminator Loss: 0.5665... Generator Loss: 1.7813 Epoch 2/2... Batch 1990... Discriminator Loss: 0.4084... Generator Loss: 4.8823 Epoch 2/2... Batch 2000... Discriminator Loss: 0.3497... Generator Loss: 4.7534
Epoch 2/2... Batch 2010... Discriminator Loss: 0.3518... Generator Loss: 4.8932 Epoch 2/2... Batch 2020... Discriminator Loss: 0.4152... Generator Loss: 4.2494 Epoch 2/2... Batch 2030... Discriminator Loss: 0.7814... Generator Loss: 2.8737 Epoch 2/2... Batch 2040... Discriminator Loss: 0.3647... Generator Loss: 4.5134 Epoch 2/2... Batch 2050... Discriminator Loss: 3.7518... Generator Loss: 0.0924 Epoch 2/2... Batch 2060... Discriminator Loss: 0.7023... Generator Loss: 1.3519 Epoch 2/2... Batch 2070... Discriminator Loss: 0.3678... Generator Loss: 4.3920 Epoch 2/2... Batch 2080... Discriminator Loss: 0.7514... Generator Loss: 1.9214 Epoch 2/2... Batch 2090... Discriminator Loss: 0.4023... Generator Loss: 4.2124 Epoch 2/2... Batch 2100... Discriminator Loss: 0.3593... Generator Loss: 5.2173
Epoch 2/2... Batch 2110... Discriminator Loss: 0.6702... Generator Loss: 2.5478 Epoch 2/2... Batch 2120... Discriminator Loss: 0.4020... Generator Loss: 2.9095 Epoch 2/2... Batch 2130... Discriminator Loss: 0.9341... Generator Loss: 3.8506 Epoch 2/2... Batch 2140... Discriminator Loss: 0.3720... Generator Loss: 4.7350 Epoch 2/2... Batch 2150... Discriminator Loss: 0.5155... Generator Loss: 5.5813 Epoch 2/2... Batch 2160... Discriminator Loss: 0.4653... Generator Loss: 4.5092 Epoch 2/2... Batch 2170... Discriminator Loss: 0.3627... Generator Loss: 3.8002 Epoch 2/2... Batch 2180... Discriminator Loss: 0.5579... Generator Loss: 4.7701 Epoch 2/2... Batch 2190... Discriminator Loss: 0.5151... Generator Loss: 2.2121 Epoch 2/2... Batch 2200... Discriminator Loss: 0.4534... Generator Loss: 3.3984
Epoch 2/2... Batch 2210... Discriminator Loss: 0.4062... Generator Loss: 3.4187 Epoch 2/2... Batch 2220... Discriminator Loss: 1.1904... Generator Loss: 4.4520 Epoch 2/2... Batch 2230... Discriminator Loss: 0.6742... Generator Loss: 1.7160 Epoch 2/2... Batch 2240... Discriminator Loss: 0.4839... Generator Loss: 4.5194 Epoch 2/2... Batch 2250... Discriminator Loss: 0.4075... Generator Loss: 3.1148 Epoch 2/2... Batch 2260... Discriminator Loss: 0.5009... Generator Loss: 2.4479 Epoch 2/2... Batch 2270... Discriminator Loss: 0.3736... Generator Loss: 5.1111 Epoch 2/2... Batch 2280... Discriminator Loss: 0.3961... Generator Loss: 3.5027 Epoch 2/2... Batch 2290... Discriminator Loss: 0.6214... Generator Loss: 4.3418 Epoch 2/2... Batch 2300... Discriminator Loss: 0.3656... Generator Loss: 4.7519
Epoch 2/2... Batch 2310... Discriminator Loss: 0.3925... Generator Loss: 4.7910 Epoch 2/2... Batch 2320... Discriminator Loss: 1.1928... Generator Loss: 0.7440 Epoch 2/2... Batch 2330... Discriminator Loss: 0.4117... Generator Loss: 3.5000 Epoch 2/2... Batch 2340... Discriminator Loss: 0.3878... Generator Loss: 3.3153 Epoch 2/2... Batch 2350... Discriminator Loss: 0.4072... Generator Loss: 3.0413 Epoch 2/2... Batch 2360... Discriminator Loss: 0.4004... Generator Loss: 5.7757 Epoch 2/2... Batch 2370... Discriminator Loss: 0.3400... Generator Loss: 5.2451 Epoch 2/2... Batch 2380... Discriminator Loss: 0.3453... Generator Loss: 5.6180 Epoch 2/2... Batch 2390... Discriminator Loss: 0.3459... Generator Loss: 4.8932 Epoch 2/2... Batch 2400... Discriminator Loss: 0.4324... Generator Loss: 4.0130
Epoch 2/2... Batch 2410... Discriminator Loss: 0.3392... Generator Loss: 6.1032 Epoch 2/2... Batch 2420... Discriminator Loss: 0.3763... Generator Loss: 6.0185 Epoch 2/2... Batch 2430... Discriminator Loss: 2.4253... Generator Loss: 4.9638 Epoch 2/2... Batch 2440... Discriminator Loss: 1.2549... Generator Loss: 0.6703 Epoch 2/2... Batch 2450... Discriminator Loss: 0.3866... Generator Loss: 3.7680 Epoch 2/2... Batch 2460... Discriminator Loss: 0.4468... Generator Loss: 4.6382 Epoch 2/2... Batch 2470... Discriminator Loss: 0.3859... Generator Loss: 3.8229 Epoch 2/2... Batch 2480... Discriminator Loss: 1.7871... Generator Loss: 4.2617 Epoch 2/2... Batch 2490... Discriminator Loss: 0.3862... Generator Loss: 3.1770 Epoch 2/2... Batch 2500... Discriminator Loss: 0.4920... Generator Loss: 4.9727
Epoch 2/2... Batch 2510... Discriminator Loss: 0.3451... Generator Loss: 6.3624 Epoch 2/2... Batch 2520... Discriminator Loss: 1.5282... Generator Loss: 3.1973 Epoch 2/2... Batch 2530... Discriminator Loss: 0.3756... Generator Loss: 3.7629 Epoch 2/2... Batch 2540... Discriminator Loss: 0.4131... Generator Loss: 3.0874 Epoch 2/2... Batch 2550... Discriminator Loss: 0.3583... Generator Loss: 4.9049 Epoch 2/2... Batch 2560... Discriminator Loss: 0.4099... Generator Loss: 3.3584 Epoch 2/2... Batch 2570... Discriminator Loss: 0.6358... Generator Loss: 1.8890 Epoch 2/2... Batch 2580... Discriminator Loss: 0.3979... Generator Loss: 4.4087 Epoch 2/2... Batch 2590... Discriminator Loss: 0.4290... Generator Loss: 2.7192 Epoch 2/2... Batch 2600... Discriminator Loss: 0.4002... Generator Loss: 3.5442
Epoch 2/2... Batch 2610... Discriminator Loss: 0.5171... Generator Loss: 4.9563 Epoch 2/2... Batch 2620... Discriminator Loss: 0.8817... Generator Loss: 0.9933 Epoch 2/2... Batch 2630... Discriminator Loss: 0.4023... Generator Loss: 3.0194 Epoch 2/2... Batch 2640... Discriminator Loss: 1.6529... Generator Loss: 6.1533 Epoch 2/2... Batch 2650... Discriminator Loss: 0.4233... Generator Loss: 2.7428 Epoch 2/2... Batch 2660... Discriminator Loss: 0.3675... Generator Loss: 3.8614 Epoch 2/2... Batch 2670... Discriminator Loss: 0.3534... Generator Loss: 4.6401 Epoch 2/2... Batch 2680... Discriminator Loss: 0.3647... Generator Loss: 4.4762 Epoch 2/2... Batch 2690... Discriminator Loss: 0.8844... Generator Loss: 1.4825 Epoch 2/2... Batch 2700... Discriminator Loss: 0.4080... Generator Loss: 5.5587
Epoch 2/2... Batch 2710... Discriminator Loss: 0.8185... Generator Loss: 5.0978 Epoch 2/2... Batch 2720... Discriminator Loss: 0.4627... Generator Loss: 3.0115 Epoch 2/2... Batch 2730... Discriminator Loss: 0.4535... Generator Loss: 4.1586 Epoch 2/2... Batch 2740... Discriminator Loss: 0.3694... Generator Loss: 5.0300 Epoch 2/2... Batch 2750... Discriminator Loss: 0.4131... Generator Loss: 2.9050 Epoch 2/2... Batch 2760... Discriminator Loss: 0.4296... Generator Loss: 4.4228 Epoch 2/2... Batch 2770... Discriminator Loss: 0.4043... Generator Loss: 5.1921 Epoch 2/2... Batch 2780... Discriminator Loss: 0.3385... Generator Loss: 5.6351 Epoch 2/2... Batch 2790... Discriminator Loss: 1.1397... Generator Loss: 0.9737 Epoch 2/2... Batch 2800... Discriminator Loss: 0.3662... Generator Loss: 5.2718
Epoch 2/2... Batch 2810... Discriminator Loss: 0.3466... Generator Loss: 4.9236 Epoch 2/2... Batch 2820... Discriminator Loss: 0.5982... Generator Loss: 6.0432 Epoch 2/2... Batch 2830... Discriminator Loss: 0.3460... Generator Loss: 4.5245 Epoch 2/2... Batch 2840... Discriminator Loss: 0.3922... Generator Loss: 3.2473 Epoch 2/2... Batch 2850... Discriminator Loss: 0.3368... Generator Loss: 6.5672 Epoch 2/2... Batch 2860... Discriminator Loss: 0.4501... Generator Loss: 2.4756 Epoch 2/2... Batch 2870... Discriminator Loss: 0.4336... Generator Loss: 4.3967 Epoch 2/2... Batch 2880... Discriminator Loss: 0.3802... Generator Loss: 3.6889 Epoch 2/2... Batch 2890... Discriminator Loss: 0.3575... Generator Loss: 5.3625 Epoch 2/2... Batch 2900... Discriminator Loss: 0.4098... Generator Loss: 2.9926
Epoch 2/2... Batch 2910... Discriminator Loss: 0.3473... Generator Loss: 5.1471 Epoch 2/2... Batch 2920... Discriminator Loss: 2.6749... Generator Loss: 0.1732 Epoch 2/2... Batch 2930... Discriminator Loss: 0.8151... Generator Loss: 1.0501 Epoch 2/2... Batch 2940... Discriminator Loss: 0.3664... Generator Loss: 3.9707 Epoch 2/2... Batch 2950... Discriminator Loss: 0.3855... Generator Loss: 3.7475 Epoch 2/2... Batch 2960... Discriminator Loss: 2.1700... Generator Loss: 0.2657 Epoch 2/2... Batch 2970... Discriminator Loss: 0.4657... Generator Loss: 2.7430 Epoch 2/2... Batch 2980... Discriminator Loss: 0.4112... Generator Loss: 5.4349 Epoch 2/2... Batch 2990... Discriminator Loss: 0.3846... Generator Loss: 6.1787 Epoch 2/2... Batch 3000... Discriminator Loss: 0.6261... Generator Loss: 1.6063
Epoch 2/2... Batch 3010... Discriminator Loss: 0.4277... Generator Loss: 2.6736 Epoch 2/2... Batch 3020... Discriminator Loss: 0.3741... Generator Loss: 4.6100 Epoch 2/2... Batch 3030... Discriminator Loss: 0.4053... Generator Loss: 4.9967 Epoch 2/2... Batch 3040... Discriminator Loss: 0.3855... Generator Loss: 4.3347 Epoch 2/2... Batch 3050... Discriminator Loss: 0.3523... Generator Loss: 6.1146 Epoch 2/2... Batch 3060... Discriminator Loss: 0.4159... Generator Loss: 5.2754 Epoch 2/2... Batch 3070... Discriminator Loss: 0.8568... Generator Loss: 3.0233 Epoch 2/2... Batch 3080... Discriminator Loss: 0.4230... Generator Loss: 3.3073 Epoch 2/2... Batch 3090... Discriminator Loss: 0.3562... Generator Loss: 4.6179 Epoch 2/2... Batch 3100... Discriminator Loss: 2.0057... Generator Loss: 0.2711
Epoch 2/2... Batch 3110... Discriminator Loss: 0.3798... Generator Loss: 3.7208 Epoch 2/2... Batch 3120... Discriminator Loss: 0.3617... Generator Loss: 4.7003 Epoch 2/2... Batch 3130... Discriminator Loss: 0.3748... Generator Loss: 3.3810 Epoch 2/2... Batch 3140... Discriminator Loss: 0.3673... Generator Loss: 4.2392 Epoch 2/2... Batch 3150... Discriminator Loss: 1.6116... Generator Loss: 3.8876 Epoch 2/2... Batch 3160... Discriminator Loss: 0.6270... Generator Loss: 1.6573 Epoch 2/2... Batch 3170... Discriminator Loss: 0.3597... Generator Loss: 5.6516 Epoch 2/2... Batch 3180... Discriminator Loss: 0.4548... Generator Loss: 2.5351 Epoch 2/2... Batch 3190... Discriminator Loss: 0.3858... Generator Loss: 3.1848 Epoch 2/2... Batch 3200... Discriminator Loss: 0.5007... Generator Loss: 2.0826
Epoch 2/2... Batch 3210... Discriminator Loss: 0.4328... Generator Loss: 6.1166 Epoch 2/2... Batch 3220... Discriminator Loss: 0.4099... Generator Loss: 3.8203 Epoch 2/2... Batch 3230... Discriminator Loss: 0.3563... Generator Loss: 6.0011 Epoch 2/2... Batch 3240... Discriminator Loss: 0.3637... Generator Loss: 3.9919 Epoch 2/2... Batch 3250... Discriminator Loss: 0.3458... Generator Loss: 4.8881 Epoch 2/2... Batch 3260... Discriminator Loss: 3.1920... Generator Loss: 3.7702 Epoch 2/2... Batch 3270... Discriminator Loss: 0.7663... Generator Loss: 2.4360 Epoch 2/2... Batch 3280... Discriminator Loss: 0.4290... Generator Loss: 3.0736 Epoch 2/2... Batch 3290... Discriminator Loss: 0.4430... Generator Loss: 3.4552 Epoch 2/2... Batch 3300... Discriminator Loss: 0.4613... Generator Loss: 3.1054
Epoch 2/2... Batch 3310... Discriminator Loss: 0.5936... Generator Loss: 1.7339 Epoch 2/2... Batch 3320... Discriminator Loss: 0.3620... Generator Loss: 4.7163 Epoch 2/2... Batch 3330... Discriminator Loss: 0.3572... Generator Loss: 4.8612 Epoch 2/2... Batch 3340... Discriminator Loss: 0.3753... Generator Loss: 4.1232 Epoch 2/2... Batch 3350... Discriminator Loss: 0.5129... Generator Loss: 3.7619 Epoch 2/2... Batch 3360... Discriminator Loss: 0.3608... Generator Loss: 4.1617 Epoch 2/2... Batch 3370... Discriminator Loss: 0.8902... Generator Loss: 1.0993 Epoch 2/2... Batch 3380... Discriminator Loss: 0.3607... Generator Loss: 4.0682 Epoch 2/2... Batch 3390... Discriminator Loss: 0.3615... Generator Loss: 4.6954 Epoch 2/2... Batch 3400... Discriminator Loss: 0.6428... Generator Loss: 6.4558
Epoch 2/2... Batch 3410... Discriminator Loss: 0.7817... Generator Loss: 2.7897 Epoch 2/2... Batch 3420... Discriminator Loss: 0.3606... Generator Loss: 4.3450 Epoch 2/2... Batch 3430... Discriminator Loss: 1.1817... Generator Loss: 0.7747 Epoch 2/2... Batch 3440... Discriminator Loss: 0.7086... Generator Loss: 4.0288 Epoch 2/2... Batch 3450... Discriminator Loss: 0.4123... Generator Loss: 4.2600 Epoch 2/2... Batch 3460... Discriminator Loss: 0.3875... Generator Loss: 4.0110 Epoch 2/2... Batch 3470... Discriminator Loss: 0.3626... Generator Loss: 4.9070 Epoch 2/2... Batch 3480... Discriminator Loss: 0.3988... Generator Loss: 2.9897 Epoch 2/2... Batch 3490... Discriminator Loss: 0.3504... Generator Loss: 5.4218 Epoch 2/2... Batch 3500... Discriminator Loss: 0.5850... Generator Loss: 5.2807
Epoch 2/2... Batch 3510... Discriminator Loss: 0.3698... Generator Loss: 3.8430 Epoch 2/2... Batch 3520... Discriminator Loss: 0.3483... Generator Loss: 4.3074 Epoch 2/2... Batch 3530... Discriminator Loss: 0.3447... Generator Loss: 5.5249 Epoch 2/2... Batch 3540... Discriminator Loss: 0.4241... Generator Loss: 4.1760 Epoch 2/2... Batch 3550... Discriminator Loss: 0.8460... Generator Loss: 2.3820 Epoch 2/2... Batch 3560... Discriminator Loss: 0.5285... Generator Loss: 2.2400 Epoch 2/2... Batch 3570... Discriminator Loss: 0.3549... Generator Loss: 5.4759 Epoch 2/2... Batch 3580... Discriminator Loss: 2.0046... Generator Loss: 3.4236 Epoch 2/2... Batch 3590... Discriminator Loss: 0.3462... Generator Loss: 4.8872 Epoch 2/2... Batch 3600... Discriminator Loss: 0.5508... Generator Loss: 4.5171
Epoch 2/2... Batch 3610... Discriminator Loss: 0.3714... Generator Loss: 3.5529 Epoch 2/2... Batch 3620... Discriminator Loss: 0.3555... Generator Loss: 5.3505 Epoch 2/2... Batch 3630... Discriminator Loss: 0.3495... Generator Loss: 4.7288 Epoch 2/2... Batch 3640... Discriminator Loss: 0.3979... Generator Loss: 3.0852 Epoch 2/2... Batch 3650... Discriminator Loss: 0.3566... Generator Loss: 4.3484 Epoch 2/2... Batch 3660... Discriminator Loss: 0.3651... Generator Loss: 3.5733 Epoch 2/2... Batch 3670... Discriminator Loss: 0.3369... Generator Loss: 5.9845 Epoch 2/2... Batch 3680... Discriminator Loss: 0.4122... Generator Loss: 4.5934 Epoch 2/2... Batch 3690... Discriminator Loss: 0.6458... Generator Loss: 1.9329 Epoch 2/2... Batch 3700... Discriminator Loss: 0.3610... Generator Loss: 4.0259
Epoch 2/2... Batch 3710... Discriminator Loss: 1.2288... Generator Loss: 0.6995 Epoch 2/2... Batch 3720... Discriminator Loss: 0.3610... Generator Loss: 4.5365 Epoch 2/2... Batch 3730... Discriminator Loss: 0.3803... Generator Loss: 3.3278 Epoch 2/2... Batch 3740... Discriminator Loss: 0.6866... Generator Loss: 1.5608 Epoch 2/2... Batch 3750... Discriminator Loss: 0.3835... Generator Loss: 4.9829 Epoch 2/2... Batch 3760... Discriminator Loss: 0.3502... Generator Loss: 5.1024 Epoch 2/2... Batch 3770... Discriminator Loss: 0.3483... Generator Loss: 4.6305 Epoch 2/2... Batch 3780... Discriminator Loss: 0.3598... Generator Loss: 4.1995 Epoch 2/2... Batch 3790... Discriminator Loss: 2.0987... Generator Loss: 0.2446 Epoch 2/2... Batch 3800... Discriminator Loss: 0.5225... Generator Loss: 3.1508
Epoch 2/2... Batch 3810... Discriminator Loss: 0.4031... Generator Loss: 5.2316 Epoch 2/2... Batch 3820... Discriminator Loss: 0.3530... Generator Loss: 4.9561 Epoch 2/2... Batch 3830... Discriminator Loss: 0.3510... Generator Loss: 4.3246 Epoch 2/2... Batch 3840... Discriminator Loss: 0.3933... Generator Loss: 4.5295 Epoch 2/2... Batch 3850... Discriminator Loss: 1.1022... Generator Loss: 3.9454 Epoch 2/2... Batch 3860... Discriminator Loss: 0.5703... Generator Loss: 1.9186 Epoch 2/2... Batch 3870... Discriminator Loss: 0.4249... Generator Loss: 2.6555 Epoch 2/2... Batch 3880... Discriminator Loss: 0.5598... Generator Loss: 1.9694 Epoch 2/2... Batch 3890... Discriminator Loss: 0.3753... Generator Loss: 3.5744 Epoch 2/2... Batch 3900... Discriminator Loss: 0.5314... Generator Loss: 5.1489
Epoch 2/2... Batch 3910... Discriminator Loss: 0.3544... Generator Loss: 4.1986 Epoch 2/2... Batch 3920... Discriminator Loss: 0.3525... Generator Loss: 5.4045 Epoch 2/2... Batch 3930... Discriminator Loss: 0.3549... Generator Loss: 4.6714 Epoch 2/2... Batch 3940... Discriminator Loss: 0.4126... Generator Loss: 3.0372 Epoch 2/2... Batch 3950... Discriminator Loss: 0.3869... Generator Loss: 3.2841 Epoch 2/2... Batch 3960... Discriminator Loss: 0.4060... Generator Loss: 5.3227 Epoch 2/2... Batch 3970... Discriminator Loss: 0.4184... Generator Loss: 3.0689 Epoch 2/2... Batch 3980... Discriminator Loss: 0.3699... Generator Loss: 5.5441 Epoch 2/2... Batch 3990... Discriminator Loss: 0.8465... Generator Loss: 6.1347 Epoch 2/2... Batch 4000... Discriminator Loss: 0.4710... Generator Loss: 6.4749
Epoch 2/2... Batch 4010... Discriminator Loss: 0.4595... Generator Loss: 6.0123 Epoch 2/2... Batch 4020... Discriminator Loss: 0.3446... Generator Loss: 4.8115 Epoch 2/2... Batch 4030... Discriminator Loss: 0.5437... Generator Loss: 1.8944 Epoch 2/2... Batch 4040... Discriminator Loss: 0.4081... Generator Loss: 2.8259 Epoch 2/2... Batch 4050... Discriminator Loss: 0.3392... Generator Loss: 5.3473 Epoch 2/2... Batch 4060... Discriminator Loss: 1.3476... Generator Loss: 0.6180 Epoch 2/2... Batch 4070... Discriminator Loss: 0.3576... Generator Loss: 4.5808 Epoch 2/2... Batch 4080... Discriminator Loss: 0.3683... Generator Loss: 4.5038 Epoch 2/2... Batch 4090... Discriminator Loss: 0.4408... Generator Loss: 2.9529 Epoch 2/2... Batch 4100... Discriminator Loss: 0.3492... Generator Loss: 5.3906
Epoch 2/2... Batch 4110... Discriminator Loss: 0.7479... Generator Loss: 5.2558 Epoch 2/2... Batch 4120... Discriminator Loss: 0.3509... Generator Loss: 5.6113 Epoch 2/2... Batch 4130... Discriminator Loss: 0.3467... Generator Loss: 5.1173 Epoch 2/2... Batch 4140... Discriminator Loss: 0.3817... Generator Loss: 3.8080 Epoch 2/2... Batch 4150... Discriminator Loss: 0.3765... Generator Loss: 5.4359 Epoch 2/2... Batch 4160... Discriminator Loss: 0.3707... Generator Loss: 5.2054 Epoch 2/2... Batch 4170... Discriminator Loss: 5.1102... Generator Loss: 7.1841 Epoch 2/2... Batch 4180... Discriminator Loss: 0.4188... Generator Loss: 2.6288 Epoch 2/2... Batch 4190... Discriminator Loss: 0.5047... Generator Loss: 6.5600 Epoch 2/2... Batch 4200... Discriminator Loss: 0.5200... Generator Loss: 2.4710
Epoch 2/2... Batch 4210... Discriminator Loss: 0.9025... Generator Loss: 5.6785 Epoch 2/2... Batch 4220... Discriminator Loss: 0.3601... Generator Loss: 4.5585 Epoch 2/2... Batch 4230... Discriminator Loss: 0.4309... Generator Loss: 4.3346 Epoch 2/2... Batch 4240... Discriminator Loss: 0.4475... Generator Loss: 3.9273 Epoch 2/2... Batch 4250... Discriminator Loss: 0.3704... Generator Loss: 3.6887 Epoch 2/2... Batch 4260... Discriminator Loss: 0.3585... Generator Loss: 5.0996 Epoch 2/2... Batch 4270... Discriminator Loss: 0.7858... Generator Loss: 3.1759 Epoch 2/2... Batch 4280... Discriminator Loss: 0.3939... Generator Loss: 3.5548 Epoch 2/2... Batch 4290... Discriminator Loss: 0.3667... Generator Loss: 4.7833 Epoch 2/2... Batch 4300... Discriminator Loss: 0.6866... Generator Loss: 4.1666
Epoch 2/2... Batch 4310... Discriminator Loss: 0.5213... Generator Loss: 2.7444 Epoch 2/2... Batch 4320... Discriminator Loss: 0.4101... Generator Loss: 3.2165 Epoch 2/2... Batch 4330... Discriminator Loss: 0.3838... Generator Loss: 3.3821 Epoch 2/2... Batch 4340... Discriminator Loss: 0.4018... Generator Loss: 3.4558 Epoch 2/2... Batch 4350... Discriminator Loss: 0.3784... Generator Loss: 4.0374 Epoch 2/2... Batch 4360... Discriminator Loss: 0.3495... Generator Loss: 4.8031 Epoch 2/2... Batch 4370... Discriminator Loss: 0.5926... Generator Loss: 2.0376 Epoch 2/2... Batch 4380... Discriminator Loss: 0.3488... Generator Loss: 4.5772 Epoch 2/2... Batch 4390... Discriminator Loss: 0.3839... Generator Loss: 3.6324 Epoch 2/2... Batch 4400... Discriminator Loss: 0.3485... Generator Loss: 4.6721
Epoch 2/2... Batch 4410... Discriminator Loss: 0.3771... Generator Loss: 4.1332 Epoch 2/2... Batch 4420... Discriminator Loss: 0.3883... Generator Loss: 3.7161 Epoch 2/2... Batch 4430... Discriminator Loss: 0.3605... Generator Loss: 5.4351 Epoch 2/2... Batch 4440... Discriminator Loss: 0.3508... Generator Loss: 6.5613 Epoch 2/2... Batch 4450... Discriminator Loss: 1.0085... Generator Loss: 1.1609 Epoch 2/2... Batch 4460... Discriminator Loss: 0.6300... Generator Loss: 1.4929 Epoch 2/2... Batch 4470... Discriminator Loss: 0.4137... Generator Loss: 5.6306 Epoch 2/2... Batch 4480... Discriminator Loss: 0.4759... Generator Loss: 4.0684 Epoch 2/2... Batch 4490... Discriminator Loss: 0.5766... Generator Loss: 1.9011 Epoch 2/2... Batch 4500... Discriminator Loss: 1.6177... Generator Loss: 0.5289
Epoch 2/2... Batch 4510... Discriminator Loss: 0.3548... Generator Loss: 4.3050 Epoch 2/2... Batch 4520... Discriminator Loss: 0.7495... Generator Loss: 1.6057 Epoch 2/2... Batch 4530... Discriminator Loss: 0.7400... Generator Loss: 1.2113 Epoch 2/2... Batch 4540... Discriminator Loss: 0.4007... Generator Loss: 3.4482 Epoch 2/2... Batch 4550... Discriminator Loss: 0.5020... Generator Loss: 2.5460 Epoch 2/2... Batch 4560... Discriminator Loss: 0.4093... Generator Loss: 4.1038 Epoch 2/2... Batch 4570... Discriminator Loss: 0.3473... Generator Loss: 5.3403 Epoch 2/2... Batch 4580... Discriminator Loss: 0.3466... Generator Loss: 6.2173 Epoch 2/2... Batch 4590... Discriminator Loss: 0.3590... Generator Loss: 4.1471 Epoch 2/2... Batch 4600... Discriminator Loss: 0.4273... Generator Loss: 2.7378
Epoch 2/2... Batch 4610... Discriminator Loss: 0.3885... Generator Loss: 5.8299 Epoch 2/2... Batch 4620... Discriminator Loss: 0.4995... Generator Loss: 3.5624 Epoch 2/2... Batch 4630... Discriminator Loss: 0.3674... Generator Loss: 4.3925 Epoch 2/2... Batch 4640... Discriminator Loss: 0.7739... Generator Loss: 1.4960 Epoch 2/2... Batch 4650... Discriminator Loss: 0.4529... Generator Loss: 3.7060 Epoch 2/2... Batch 4660... Discriminator Loss: 0.4018... Generator Loss: 3.0949 Epoch 2/2... Batch 4670... Discriminator Loss: 0.3709... Generator Loss: 4.3739 Epoch 2/2... Batch 4680... Discriminator Loss: 1.7064... Generator Loss: 5.7046 Epoch 2/2... Batch 4690... Discriminator Loss: 0.5274... Generator Loss: 2.1699 Epoch 2/2... Batch 4700... Discriminator Loss: 2.0894... Generator Loss: 0.3037
Epoch 2/2... Batch 4710... Discriminator Loss: 0.5064... Generator Loss: 2.6500 Epoch 2/2... Batch 4720... Discriminator Loss: 0.3607... Generator Loss: 3.8664 Epoch 2/2... Batch 4730... Discriminator Loss: 0.7836... Generator Loss: 1.2997 Epoch 2/2... Batch 4740... Discriminator Loss: 0.5217... Generator Loss: 5.4031 Epoch 2/2... Batch 4750... Discriminator Loss: 0.6464... Generator Loss: 4.4524 Epoch 2/2... Batch 4760... Discriminator Loss: 2.8207... Generator Loss: 4.9469 Epoch 2/2... Batch 4770... Discriminator Loss: 0.3887... Generator Loss: 3.2034 Epoch 2/2... Batch 4780... Discriminator Loss: 0.3822... Generator Loss: 5.0764 Epoch 2/2... Batch 4790... Discriminator Loss: 0.5119... Generator Loss: 2.8603 Epoch 2/2... Batch 4800... Discriminator Loss: 0.4099... Generator Loss: 5.7903
Epoch 2/2... Batch 4810... Discriminator Loss: 0.5077... Generator Loss: 5.1063 Epoch 2/2... Batch 4820... Discriminator Loss: 0.9645... Generator Loss: 1.0371 Epoch 2/2... Batch 4830... Discriminator Loss: 0.3950... Generator Loss: 3.3466 Epoch 2/2... Batch 4840... Discriminator Loss: 0.4043... Generator Loss: 3.4778 Epoch 2/2... Batch 4850... Discriminator Loss: 0.3464... Generator Loss: 5.1093 Epoch 2/2... Batch 4860... Discriminator Loss: 1.3663... Generator Loss: 0.6402 Epoch 2/2... Batch 4870... Discriminator Loss: 0.3386... Generator Loss: 5.1182 Epoch 2/2... Batch 4880... Discriminator Loss: 0.3941... Generator Loss: 4.8796 Epoch 2/2... Batch 4890... Discriminator Loss: 0.3458... Generator Loss: 5.4092 Epoch 2/2... Batch 4900... Discriminator Loss: 0.3417... Generator Loss: 5.1743
Epoch 2/2... Batch 4910... Discriminator Loss: 0.3950... Generator Loss: 3.2861 Epoch 2/2... Batch 4920... Discriminator Loss: 0.7082... Generator Loss: 5.0014 Epoch 2/2... Batch 4930... Discriminator Loss: 0.4787... Generator Loss: 3.0049 Epoch 2/2... Batch 4940... Discriminator Loss: 0.3810... Generator Loss: 3.9602 Epoch 2/2... Batch 4950... Discriminator Loss: 0.4358... Generator Loss: 4.0176 Epoch 2/2... Batch 4960... Discriminator Loss: 0.3534... Generator Loss: 6.1789 Epoch 2/2... Batch 4970... Discriminator Loss: 0.3614... Generator Loss: 4.5386 Epoch 2/2... Batch 4980... Discriminator Loss: 0.3679... Generator Loss: 3.8406 Epoch 2/2... Batch 4990... Discriminator Loss: 0.3641... Generator Loss: 5.2957 Epoch 2/2... Batch 5000... Discriminator Loss: 0.3483... Generator Loss: 5.9914
Epoch 2/2... Batch 5010... Discriminator Loss: 0.3574... Generator Loss: 5.0032 Epoch 2/2... Batch 5020... Discriminator Loss: 0.3844... Generator Loss: 4.3040 Epoch 2/2... Batch 5030... Discriminator Loss: 0.3559... Generator Loss: 5.8084 Epoch 2/2... Batch 5040... Discriminator Loss: 0.3500... Generator Loss: 6.7553 Epoch 2/2... Batch 5050... Discriminator Loss: 0.3655... Generator Loss: 4.3562 Epoch 2/2... Batch 5060... Discriminator Loss: 2.0885... Generator Loss: 4.4735 Epoch 2/2... Batch 5070... Discriminator Loss: 0.3518... Generator Loss: 4.7144 Epoch 2/2... Batch 5080... Discriminator Loss: 0.3627... Generator Loss: 4.4894 Epoch 2/2... Batch 5090... Discriminator Loss: 1.7953... Generator Loss: 0.3640 Epoch 2/2... Batch 5100... Discriminator Loss: 0.4515... Generator Loss: 2.9098
Epoch 2/2... Batch 5110... Discriminator Loss: 0.3863... Generator Loss: 3.9931 Epoch 2/2... Batch 5120... Discriminator Loss: 0.3959... Generator Loss: 3.9090 Epoch 2/2... Batch 5130... Discriminator Loss: 0.3430... Generator Loss: 6.0057 Epoch 2/2... Batch 5140... Discriminator Loss: 0.3836... Generator Loss: 3.9024 Epoch 2/2... Batch 5150... Discriminator Loss: 0.3459... Generator Loss: 5.1228 Epoch 2/2... Batch 5160... Discriminator Loss: 0.3453... Generator Loss: 5.7606 Epoch 2/2... Batch 5170... Discriminator Loss: 0.3577... Generator Loss: 5.2740 Epoch 2/2... Batch 5180... Discriminator Loss: 0.3493... Generator Loss: 5.9323 Epoch 2/2... Batch 5190... Discriminator Loss: 3.3582... Generator Loss: 0.1041 Epoch 2/2... Batch 5200... Discriminator Loss: 0.8056... Generator Loss: 1.2332
Epoch 2/2... Batch 5210... Discriminator Loss: 0.3905... Generator Loss: 3.3728 Epoch 2/2... Batch 5220... Discriminator Loss: 0.3612... Generator Loss: 4.7971 Epoch 2/2... Batch 5230... Discriminator Loss: 0.5957... Generator Loss: 2.0206 Epoch 2/2... Batch 5240... Discriminator Loss: 0.3469... Generator Loss: 6.3848 Epoch 2/2... Batch 5250... Discriminator Loss: 0.3485... Generator Loss: 5.2454 Epoch 2/2... Batch 5260... Discriminator Loss: 0.3676... Generator Loss: 4.7301 Epoch 2/2... Batch 5270... Discriminator Loss: 0.5342... Generator Loss: 2.5982 Epoch 2/2... Batch 5280... Discriminator Loss: 0.3951... Generator Loss: 3.4079 Epoch 2/2... Batch 5290... Discriminator Loss: 0.4502... Generator Loss: 4.5500 Epoch 2/2... Batch 5300... Discriminator Loss: 0.3772... Generator Loss: 4.5262
Epoch 2/2... Batch 5310... Discriminator Loss: 0.8880... Generator Loss: 1.2343 Epoch 2/2... Batch 5320... Discriminator Loss: 0.8091... Generator Loss: 2.2903 Epoch 2/2... Batch 5330... Discriminator Loss: 0.4030... Generator Loss: 4.0817 Epoch 2/2... Batch 5340... Discriminator Loss: 0.3585... Generator Loss: 4.0555 Epoch 2/2... Batch 5350... Discriminator Loss: 0.3735... Generator Loss: 3.7656 Epoch 2/2... Batch 5360... Discriminator Loss: 0.3582... Generator Loss: 4.4672 Epoch 2/2... Batch 5370... Discriminator Loss: 0.3571... Generator Loss: 4.5027 Epoch 2/2... Batch 5380... Discriminator Loss: 0.6651... Generator Loss: 2.0061 Epoch 2/2... Batch 5390... Discriminator Loss: 0.7213... Generator Loss: 7.4822 Epoch 2/2... Batch 5400... Discriminator Loss: 0.4653... Generator Loss: 5.9058
Epoch 2/2... Batch 5410... Discriminator Loss: 0.3802... Generator Loss: 3.9221 Epoch 2/2... Batch 5420... Discriminator Loss: 0.4320... Generator Loss: 5.5203 Epoch 2/2... Batch 5430... Discriminator Loss: 0.8338... Generator Loss: 3.9964 Epoch 2/2... Batch 5440... Discriminator Loss: 1.4765... Generator Loss: 0.5507 Epoch 2/2... Batch 5450... Discriminator Loss: 0.6546... Generator Loss: 4.7052 Epoch 2/2... Batch 5460... Discriminator Loss: 0.7385... Generator Loss: 4.9057 Epoch 2/2... Batch 5470... Discriminator Loss: 0.4018... Generator Loss: 3.3541 Epoch 2/2... Batch 5480... Discriminator Loss: 0.7211... Generator Loss: 1.7060 Epoch 2/2... Batch 5490... Discriminator Loss: 0.9840... Generator Loss: 0.9154 Epoch 2/2... Batch 5500... Discriminator Loss: 0.4172... Generator Loss: 3.2875
Epoch 2/2... Batch 5510... Discriminator Loss: 0.3443... Generator Loss: 5.2982 Epoch 2/2... Batch 5520... Discriminator Loss: 0.7170... Generator Loss: 3.3661 Epoch 2/2... Batch 5530... Discriminator Loss: 0.5929... Generator Loss: 1.9171 Epoch 2/2... Batch 5540... Discriminator Loss: 1.0285... Generator Loss: 7.4513 Epoch 2/2... Batch 5550... Discriminator Loss: 1.1538... Generator Loss: 5.9165 Epoch 2/2... Batch 5560... Discriminator Loss: 0.3617... Generator Loss: 5.3702 Epoch 2/2... Batch 5570... Discriminator Loss: 0.6827... Generator Loss: 5.4112 Epoch 2/2... Batch 5580... Discriminator Loss: 0.4462... Generator Loss: 5.2985 Epoch 2/2... Batch 5590... Discriminator Loss: 0.3617... Generator Loss: 4.3596 Epoch 2/2... Batch 5600... Discriminator Loss: 0.3710... Generator Loss: 3.7611
Epoch 2/2... Batch 5610... Discriminator Loss: 0.3423... Generator Loss: 5.6459 Epoch 2/2... Batch 5620... Discriminator Loss: 0.5782... Generator Loss: 2.5083 Epoch 2/2... Batch 5630... Discriminator Loss: 0.3847... Generator Loss: 5.3306 Epoch 2/2... Batch 5640... Discriminator Loss: 0.3530... Generator Loss: 5.0428 Epoch 2/2... Batch 5650... Discriminator Loss: 1.0796... Generator Loss: 0.7923 Epoch 2/2... Batch 5660... Discriminator Loss: 0.3965... Generator Loss: 3.2629 Epoch 2/2... Batch 5670... Discriminator Loss: 0.3635... Generator Loss: 4.8722 Epoch 2/2... Batch 5680... Discriminator Loss: 0.3555... Generator Loss: 4.6568 Epoch 2/2... Batch 5690... Discriminator Loss: 0.3749... Generator Loss: 4.4547 Epoch 2/2... Batch 5700... Discriminator Loss: 0.3700... Generator Loss: 4.7106
Epoch 2/2... Batch 5710... Discriminator Loss: 0.6179... Generator Loss: 2.0337 Epoch 2/2... Batch 5720... Discriminator Loss: 0.3692... Generator Loss: 3.8837 Epoch 2/2... Batch 5730... Discriminator Loss: 0.5085... Generator Loss: 3.2925 Epoch 2/2... Batch 5740... Discriminator Loss: 1.0248... Generator Loss: 0.9223 Epoch 2/2... Batch 5750... Discriminator Loss: 0.4549... Generator Loss: 3.1042 Epoch 2/2... Batch 5760... Discriminator Loss: 0.3593... Generator Loss: 4.3798 Epoch 2/2... Batch 5770... Discriminator Loss: 0.3419... Generator Loss: 6.0070 Epoch 2/2... Batch 5780... Discriminator Loss: 0.3646... Generator Loss: 4.8965 Epoch 2/2... Batch 5790... Discriminator Loss: 1.3810... Generator Loss: 2.9756 Epoch 2/2... Batch 5800... Discriminator Loss: 0.4688... Generator Loss: 2.6784
Epoch 2/2... Batch 5810... Discriminator Loss: 0.4189... Generator Loss: 4.1106 Epoch 2/2... Batch 5820... Discriminator Loss: 0.4847... Generator Loss: 3.4241 Epoch 2/2... Batch 5830... Discriminator Loss: 0.3978... Generator Loss: 3.3220 Epoch 2/2... Batch 5840... Discriminator Loss: 0.3587... Generator Loss: 3.9820 Epoch 2/2... Batch 5850... Discriminator Loss: 0.6619... Generator Loss: 2.4516 Epoch 2/2... Batch 5860... Discriminator Loss: 0.3710... Generator Loss: 4.7257 Epoch 2/2... Batch 5870... Discriminator Loss: 0.3761... Generator Loss: 4.4694 Epoch 2/2... Batch 5880... Discriminator Loss: 0.3469... Generator Loss: 5.0279 Epoch 2/2... Batch 5890... Discriminator Loss: 0.4056... Generator Loss: 4.2143 Epoch 2/2... Batch 5900... Discriminator Loss: 0.3708... Generator Loss: 4.8481
Epoch 2/2... Batch 5910... Discriminator Loss: 0.3499... Generator Loss: 4.6654 Epoch 2/2... Batch 5920... Discriminator Loss: 0.3914... Generator Loss: 3.4005 Epoch 2/2... Batch 5930... Discriminator Loss: 0.4372... Generator Loss: 3.4622 Epoch 2/2... Batch 5940... Discriminator Loss: 1.1852... Generator Loss: 0.8368 Epoch 2/2... Batch 5950... Discriminator Loss: 0.3567... Generator Loss: 4.0324 Epoch 2/2... Batch 5960... Discriminator Loss: 0.6037... Generator Loss: 4.9832 Epoch 2/2... Batch 5970... Discriminator Loss: 0.6233... Generator Loss: 2.1513 Epoch 2/2... Batch 5980... Discriminator Loss: 0.5921... Generator Loss: 2.1562 Epoch 2/2... Batch 5990... Discriminator Loss: 0.3624... Generator Loss: 3.9527 Epoch 2/2... Batch 6000... Discriminator Loss: 0.7222... Generator Loss: 2.6869
Epoch 2/2... Batch 6010... Discriminator Loss: 0.3525... Generator Loss: 4.3451 Epoch 2/2... Batch 6020... Discriminator Loss: 0.3735... Generator Loss: 4.3483 Epoch 2/2... Batch 6030... Discriminator Loss: 1.0244... Generator Loss: 3.0336 Epoch 2/2... Batch 6040... Discriminator Loss: 0.5055... Generator Loss: 2.3725 Epoch 2/2... Batch 6050... Discriminator Loss: 0.3581... Generator Loss: 4.2426 Epoch 2/2... Batch 6060... Discriminator Loss: 0.3596... Generator Loss: 5.2475 Epoch 2/2... Batch 6070... Discriminator Loss: 0.3872... Generator Loss: 3.6802 Epoch 2/2... Batch 6080... Discriminator Loss: 0.4455... Generator Loss: 3.0559 Epoch 2/2... Batch 6090... Discriminator Loss: 0.3730... Generator Loss: 4.2226 Epoch 2/2... Batch 6100... Discriminator Loss: 0.3832... Generator Loss: 3.3242
Epoch 2/2... Batch 6110... Discriminator Loss: 0.4995... Generator Loss: 3.2054 Epoch 2/2... Batch 6120... Discriminator Loss: 0.3491... Generator Loss: 5.7564 Epoch 2/2... Batch 6130... Discriminator Loss: 1.6380... Generator Loss: 4.0894 Epoch 2/2... Batch 6140... Discriminator Loss: 0.5176... Generator Loss: 2.3254 Epoch 2/2... Batch 6150... Discriminator Loss: 0.3698... Generator Loss: 4.9327 Epoch 2/2... Batch 6160... Discriminator Loss: 0.5390... Generator Loss: 2.6254 Epoch 2/2... Batch 6170... Discriminator Loss: 0.7090... Generator Loss: 1.5219 Epoch 2/2... Batch 6180... Discriminator Loss: 0.3386... Generator Loss: 6.0324 Epoch 2/2... Batch 6190... Discriminator Loss: 0.3601... Generator Loss: 4.2150 Epoch 2/2... Batch 6200... Discriminator Loss: 0.3494... Generator Loss: 4.9982
Epoch 2/2... Batch 6210... Discriminator Loss: 0.4133... Generator Loss: 3.0106 Epoch 2/2... Batch 6220... Discriminator Loss: 0.6405... Generator Loss: 1.7251 Epoch 2/2... Batch 6230... Discriminator Loss: 0.4983... Generator Loss: 3.1705 Epoch 2/2... Batch 6240... Discriminator Loss: 0.3764... Generator Loss: 5.3647 Epoch 2/2... Batch 6250... Discriminator Loss: 0.3682... Generator Loss: 4.6094 Epoch 2/2... Batch 6260... Discriminator Loss: 0.3471... Generator Loss: 5.1110 Epoch 2/2... Batch 6270... Discriminator Loss: 0.3972... Generator Loss: 4.9488 Epoch 2/2... Batch 6280... Discriminator Loss: 0.3666... Generator Loss: 4.5991 Epoch 2/2... Batch 6290... Discriminator Loss: 0.5664... Generator Loss: 1.7204 Epoch 2/2... Batch 6300... Discriminator Loss: 0.7055... Generator Loss: 4.8163
Epoch 2/2... Batch 6310... Discriminator Loss: 0.3556... Generator Loss: 5.0185 Epoch 2/2... Batch 6320... Discriminator Loss: 0.4454... Generator Loss: 2.4963 Epoch 2/2... Batch 6330... Discriminator Loss: 0.3338... Generator Loss: 6.3482
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.